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Typed Decision Bench · tasks · Real-time and agents

tau2-airline-transcript-success

run judging · customer operations · 199 items · primary question type noul. Source snorkelai/Tau2-Bench-Verified-Airline-With-Code-Agents (Apache-2.0); labels are verifier labels, never an LLM judge. Download these samples (JSON).

SystemDecisionScoreAccuracy (top pick)Answered
Jev76.760.8%199 / 199
System One Scorer74.852.8%199 / 199
JevFish65.736.7%199 / 199
decider-2b63.931.7%199 / 199
OpenJev63.748.7%199 / 199
NanoJev1.466.7%3 / 199
Sample 1 of 6 · real-time-and-agents:tau2long-334645f15343 · 1748 state tokens (long tier)

Turn 1 — the request (identical for every system)

  1. assistant: Hi! How can I help you today?
  2. user: Hi, I need to cancel my flight right away. There’s been a family emergency and I can’t travel as planned. I really need a full refund because of the situation. Can you help me with this?
  3. assistant: I'm sorry to hear about your family emergency. I can help you with canceling your flight and processing a refund if you're eligible. To proceed, I'll need your user ID and reservation ID. Could you please provide those details? If you don't know your reservation ID, I can help you locate it using your user ID. Please let me know how you'd like to proceed.
  4. user: Thank you. My user ID is sophia_taylor_9065 and my reservation number is PEP4E0. Please, I really need this refund because of my emergency. I hope you can help me without any issues.
  5. assistant: (no text)
    get_user_details({"user_id": "sophia_taylor_9065"})
  6. tool: {"user_id": "sophia_taylor_9065", "name": {"first_name": "Sophia", "last_name": "Taylor"}, "address": {"address1": "831 Elm Street", "address2": "Suite 304", "city": "Washington", "country": "USA", "state": "DC", "zip": "20417"}, "email": "sophia.taylor4639@example.com", "dob": "1999-05-27", "payment_methods": {"credit_card_5237144": {"source": "credit_card", "id": "credit_card_5237144", "brand": …
  7. assistant: (no text)
    get_reservation_details({"reservation_id": "PEP4E0"})
  8. tool: {"reservation_id": "PEP4E0", "user_id": "sophia_taylor_9065", "origin": "CLT", "destination": "PHX", "flight_type": "one_way", "cabin": "basic_economy", "flights": [{"flight_number": "HAT176", "origin": "CLT", "destination": "DTW", "date": "2024-05-20", "price": 51}, {"flight_number": "HAT097", "origin": "DTW", "destination": "PHX", "date": "2024-05-20", "price": 77}], "passengers": …
  9. assistant: I've reviewed your reservation details, Sophia. Here's what I found: - Your reservation (PEP4E0) is for a one-way basic economy flight from CLT to PHX on May 20, 2024 - The booking was made on May 5, 2024 - You don't have travel insurance on this reservation - Your membership level is Silver Unfortunately, since this is a basic economy ticket without travel insurance and the booking was made …
  10. user: No, please do not transfer me. I really don’t want to be passed around—I need help right now. This is a family emergency, and I think there should be some flexibility. Isn’t there anything you can do to get me a full refund? I can’t just lose all that money because of something I couldn’t control. Please, I need you to help me directly.
  11. assistant: I understand this is a difficult situation for you, and I truly empathize with your circumstances. However, I must follow the airline's strict policies regarding refunds. Since your reservation is for a basic economy ticket without travel insurance and was booked more than 24 hours ago, our system doesn't allow me to process a full refund. These policies are quite rigid, even in emergency …
  12. user: If I can’t get a refund, can you at least change my flight to May 22nd? I really need some kind of solution here. Please check if that’s possible.
  13. assistant: I understand you're looking for a solution. Unfortunately, basic economy tickets cannot be modified or changed to different dates according to our policy. This restriction applies regardless of membership level or circumstances. Basic economy tickets have the most restrictions compared to other fare classes - they cannot be changed, refunded (except under very specific conditions), or …
  14. user: If I can’t change the date, can you please add insurance to my flight now? I really need some kind of protection in case something else happens. I’m asking you to help me with this, please.
  15. assistant: I understand your concern about having protection for your flight. However, I'm unable to add travel insurance to an existing reservation after the initial booking has been completed. Insurance must be purchased at the time of booking. This is a system limitation that applies to all reservations - once a booking is finalized, insurance cannot be added separately. Would you like me to: 1. Check …
  16. user: I really need some kind of help here. Isn’t there any way you can make an exception and add insurance now, given my emergency? I feel like I’m just being told no at every turn. Please, I need you to do something for me.
  17. assistant: I truly understand your frustration and the difficult situation you're in. I wish I could help more, but I must adhere to the airline's strict policies regarding travel insurance. Unfortunately, there is no way for me to add insurance to an existing reservation after booking - this is a technical limitation in our system that applies to all customer service agents. This policy is the same for …
  18. user: I understand you have policies, but this is a really tough situation for me. If there’s truly nothing you can do, then just cancel my reservation. But I want to make it clear that I’m very disappointed with how little flexibility there is for emergencies.
  19. assistant: (no text)
    cancel_reservation({"reservation_id": "PEP4E0"})
  20. tool: {"reservation_id": "PEP4E0", "user_id": "sophia_taylor_9065", "origin": "CLT", "destination": "PHX", "flight_type": "one_way", "cabin": "basic_economy", "flights": [{"flight_number": "HAT176", "origin": "CLT", "destination": "DTW", "date": "2024-05-20", "price": 51}, {"flight_number": "HAT097", "origin": "DTW", "destination": "PHX", "date": "2024-05-20", "price": 77}], "passengers": …
  21. assistant: I've processed the cancellation of your reservation (PEP4E0). The full amount of $128 will be refunded to your Visa card ending in 5191 within 5-7 business days. I understand this is a disappointing outcome given your emergency situation, and I appreciate you sharing your concerns. While I'm limited by the system's policies, I've made note of your feedback about the need for more flexibility in …
  22. user: Thank you for processing the cancellation and refund. I appreciate you helping me, even though this was a really stressful situation. That’s all I needed for now.###STOP###
Full state (JSON)
{
  "domain": "airline",
  "customer_goal": "You need to cancel your flight as soon as possible because of a family emergency.",
  "db_update_required": false,
  "turns_dropped_from_start": 0,
  "transcript": [
    {
      "role": "assistant",
      "content": "Hi! How can I help you today?"
    },
    {
      "role": "user",
      "content": "Hi, I need to cancel my flight right away. There’s been a family emergency and I can’t travel as planned. I really need a full refund because of the situation. Can you help me with this?"
    },
    {
      "role": "assistant",
      "content": "I'm sorry to hear about your family emergency. I can help you with canceling your flight and processing a refund if you're eligible. To proceed, I'll need your user ID and reservation ID. Could you please provide those details?\n\nIf you don't know your reservation ID, I can help you locate it using your user ID. Please let me know how you'd like to proceed."
    },
    {
      "role": "user",
      "content": "Thank you. My user ID is sophia_taylor_9065 and my reservation number is PEP4E0. Please, I really need this refund because of my emergency. I hope you can help me without any issues."
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "get_user_details",
          "args": "{\"user_id\": \"sophia_taylor_9065\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "{\"user_id\": \"sophia_taylor_9065\", \"name\": {\"first_name\": \"Sophia\", \"last_name\": \"Taylor\"}, \"address\": {\"address1\": \"831 Elm Street\", \"address2\": \"Suite 304\", \"city\": \"Washington\", \"country\": \"USA\", \"state\": \"DC\", \"zip\": \"20417\"}, \"email\": \"sophia.taylor4639@example.com\", \"dob\": \"1999-05-27\", \"payment_methods\": {\"credit_card_5237144\": {\"source\": \"credit_card\", \"id\": \"credit_card_5237144\", \"brand\": …"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "get_reservation_details",
          "args": "{\"reservation_id\": \"PEP4E0\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "{\"reservation_id\": \"PEP4E0\", \"user_id\": \"sophia_taylor_9065\", \"origin\": \"CLT\", \"destination\": \"PHX\", \"flight_type\": \"one_way\", \"cabin\": \"basic_economy\", \"flights\": [{\"flight_number\": \"HAT176\", \"origin\": \"CLT\", \"destination\": \"DTW\", \"date\": \"2024-05-20\", \"price\": 51}, {\"flight_number\": \"HAT097\", \"origin\": \"DTW\", \"destination\": \"PHX\", \"date\": \"2024-05-20\", \"price\": 77}], \"passengers\": …"
    },
    {
      "role": "assistant",
      "content": "I've reviewed your reservation details, Sophia. Here's what I found:\n\n- Your reservation (PEP4E0) is for a one-way basic economy flight from CLT to PHX on May 20, 2024\n- The booking was made on May 5, 2024\n- You don't have travel insurance on this reservation\n- Your membership level is Silver\n\nUnfortunately, since this is a basic economy ticket without travel insurance and the booking was made …"
    },
    {
      "role": "user",
      "content": "No, please do not transfer me. I really don’t want to be passed around—I need help right now. This is a family emergency, and I think there should be some flexibility. Isn’t there anything you can do to get me a full refund? I can’t just lose all that money because of something I couldn’t control. Please, I need you to help me directly."
    },
    {
      "role": "assistant",
      "content": "I understand this is a difficult situation for you, and I truly empathize with your circumstances. However, I must follow the airline's strict policies regarding refunds. \n\nSince your reservation is for a basic economy ticket without travel insurance and was booked more than 24 hours ago, our system doesn't allow me to process a full refund. These policies are quite rigid, even in emergency …"
    },
    {
      "role": "user",
      "content": "If I can’t get a refund, can you at least change my flight to May 22nd? I really need some kind of solution here. Please check if that’s possible."
    },
    {
      "role": "assistant",
      "content": "I understand you're looking for a solution. Unfortunately, basic economy tickets cannot be modified or changed to different dates according to our policy. This restriction applies regardless of membership level or circumstances.\n\nBasic economy tickets have the most restrictions compared to other fare classes - they cannot be changed, refunded (except under very specific conditions), or …"
    },
    {
      "role": "user",
      "content": "If I can’t change the date, can you please add insurance to my flight now? I really need some kind of protection in case something else happens. I’m asking you to help me with this, please."
    },
    {
      "role": "assistant",
      "content": "I understand your concern about having protection for your flight. However, I'm unable to add travel insurance to an existing reservation after the initial booking has been completed. Insurance must be purchased at the time of booking.\n\nThis is a system limitation that applies to all reservations - once a booking is finalized, insurance cannot be added separately.\n\nWould you like me to:\n1. Check …"
    },
    {
      "role": "user",
      "content": "I really need some kind of help here. Isn’t there any way you can make an exception and add insurance now, given my emergency? I feel like I’m just being told no at every turn. Please, I need you to do something for me."
    },
    {
      "role": "assistant",
      "content": "I truly understand your frustration and the difficult situation you're in. I wish I could help more, but I must adhere to the airline's strict policies regarding travel insurance.\n\nUnfortunately, there is no way for me to add insurance to an existing reservation after booking - this is a technical limitation in our system that applies to all customer service agents. This policy is the same for …"
    },
    {
      "role": "user",
      "content": "I understand you have policies, but this is a really tough situation for me. If there’s truly nothing you can do, then just cancel my reservation. But I want to make it clear that I’m very disappointed with how little flexibility there is for emergencies."
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "cancel_reservation",
          "args": "{\"reservation_id\": \"PEP4E0\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "{\"reservation_id\": \"PEP4E0\", \"user_id\": \"sophia_taylor_9065\", \"origin\": \"CLT\", \"destination\": \"PHX\", \"flight_type\": \"one_way\", \"cabin\": \"basic_economy\", \"flights\": [{\"flight_number\": \"HAT176\", \"origin\": \"CLT\", \"destination\": \"DTW\", \"date\": \"2024-05-20\", \"price\": 51}, {\"flight_number\": \"HAT097\", \"origin\": \"DTW\", \"destination\": \"PHX\", \"date\": \"2024-05-20\", \"price\": 77}], \"passengers\": …"
    },
    {
      "role": "assistant",
      "content": "I've processed the cancellation of your reservation (PEP4E0). The full amount of $128 will be refunded to your Visa card ending in 5191 within 5-7 business days.\n\nI understand this is a disappointing outcome given your emergency situation, and I appreciate you sharing your concerns. While I'm limited by the system's policies, I've made note of your feedback about the need for more flexibility in …"
    },
    {
      "role": "user",
      "content": "Thank you for processing the cancellation and refund. I appreciate you helping me, even though this was a really stressful situation. That’s all I needed for now.###STOP###"
    }
  ]
}

Question success · noul · primary (ranked)

Given `customer_goal`, `db_update_required`, and the full `transcript`, did the agent end the session with the airline database in the correct state and with the required information communicated to the customer, according to airline policy?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: no

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevyeswrong40.0%0.640
  • yes 60.0%
  • no 40.0%
System One Scoreryes
input truncated
wrong38.4%0.620
  • yes 61.7%
  • no 38.4%
JevFishyeswrong30.7%0.520
  • yes 69.3%
  • no 30.7%
decider-2byeswrong41.7%0.660
  • yes 58.3%
  • no 41.7%
OpenJevyeswrong22.0%0.392
  • yes 78.0%
  • no 22.0%
NanoJev—unanswered · 0—0no answer (input over this system's limit)

Question db_correct · noul

Did the session end with the airline database in exactly the state the customer's request and airline policy require (no missing and no extra changes)?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: no

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevyeswrong36.0%0.590
  • yes 64.0%
  • no 36.0%
System One Scoreryes
input truncated
wrong36.0%0.590
  • yes 64.0%
  • no 36.0%
JevFishyeswrong40.0%0.639
  • yes 60.0%
  • no 40.0%
decider-2byeswrong32.7%0.547
  • yes 67.3%
  • no 32.7%
OpenJevnocorrect95.8%0.998
  • yes 4.3%
  • no 95.8%
NanoJev—unanswered · 0—0no answer (input over this system's limit)

Question communicated · noul

Did the agent tell the customer every piece of information the request required?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: yes

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevyescorrect58.0%0.824
  • yes 58.0%
  • no 42.0%
System One Scoreryes
input truncated
correct60.8%0.847
  • yes 60.8%
  • no 39.2%
JevFishyescorrect58.1%0.824
  • yes 58.1%
  • no 41.9%
decider-2byescorrect58.3%0.826
  • yes 58.3%
  • no 41.7%
OpenJevyescorrect83.0%0.971
  • yes 83.0%
  • no 17.0%
NanoJev—unanswered · 0—0no answer (input over this system's limit)
Sample 2 of 6 · real-time-and-agents:tau2long-5a7b10dd46e5 · 1746 state tokens (long tier)

Turn 1 — the request (identical for every system)

  1. assistant: Hi! How can I help you today?
  2. user: Hi, I need some help with a reservation I have for a trip to Texas. I want to make a change to my return flight.
  3. assistant: I'd be happy to help you make a change to your return flight. To get started, I'll need a couple of pieces of information: 1. **Your user ID** - This is required to access your account 2. **Your reservation ID** - If you don't know it, I can help you locate it once I have your user ID Could you please provide these details?
  4. user: My user ID is olivia_gonzalez_2305. I don’t remember my reservation ID.
  5. assistant: (no text)
    get_user_details({"user_id": "olivia_gonzalez_2305"})
  6. tool: {"user_id": "olivia_gonzalez_2305", "name": {"first_name": "Olivia", "last_name": "Gonzalez"}, "address": {"address1": "334 Laurel Lane", "address2": "Suite 970", "city": "Los Angeles", "country": "USA", "state": "CA", "zip": "90504"}, "email": "olivia.gonzalez4421@example.com", "dob": "1988-06-13", "payment_methods": {"gift_card_2200803": {"source": "gift_card", "id": "gift_card_2200803", …
  7. assistant: I found your account, Olivia. You have three reservations on file. Let me retrieve the details of each to find the one for your trip to Texas.
    get_reservation_details({"reservation_id": "Z7GOZK"}) · get_reservation_details({"reservation_id": "K67C4W"}) · get_reservation_details({"reservation_id": "THY2DG"})
  8. tool: {"reservation_id": "Z7GOZK", "user_id": "olivia_gonzalez_2305", "origin": "EWR", "destination": "IAH", "flight_type": "round_trip", "cabin": "basic_economy", "flights": [{"flight_number": "HAT188", "origin": "EWR", "destination": "IAH", "date": "2024-05-28", "price": 52}, {"flight_number": "HAT207", "origin": "IAH", "destination": "EWR", "date": "2024-05-28", "price": 87}], "passengers": …
  9. tool: {"reservation_id": "K67C4W", "user_id": "olivia_gonzalez_2305", "origin": "LAS", "destination": "MCO", "flight_type": "one_way", "cabin": "economy", "flights": [{"flight_number": "HAT137", "origin": "LAS", "destination": "MCO", "date": "2024-05-17", "price": 114}], "passengers": [{"first_name": "Olivia", "last_name": "Gonzalez", "dob": "1988-06-13"}, {"first_name": "Mei", "last_name": …
  10. tool: {"reservation_id": "THY2DG", "user_id": "olivia_gonzalez_2305", "origin": "MSP", "destination": "ORD", "flight_type": "one_way", "cabin": "economy", "flights": [{"flight_number": "HAT248", "origin": "MSP", "destination": "DTW", "date": "2024-05-26", "price": 160}, {"flight_number": "HAT119", "origin": "DTW", "destination": "ORD", "date": "2024-05-26", "price": 178}], "passengers": [{"first_name": …
  11. assistant: I found your trip to Texas. It's reservation **Z7GOZK**, which is a round-trip flight from Newark (EWR) to Houston (IAH) on May 28, 2024. Here are the current details: - **Cabin:** Basic Economy - **Outbound flight:** HAT188 (EWR → IAH) on May 28, 2024 - **Return flight:** HAT207 (IAH → EWR) on May 28, 2024 - **Passenger:** Olivia Gonzalez - **Travel Insurance:** Yes However, I need to let you …
  12. user: Since I’m not feeling well, I’d like to cancel the trip and use my travel insurance for a refund.
  13. assistant: I can help you cancel this reservation. Since you have travel insurance and your reason for cancellation is health-related, you are eligible for a full refund. Let me confirm the details of the cancellation: - **Reservation ID:** Z7GOZK - **Trip:** Round-trip Newark (EWR) ↔ Houston (IAH) on May 28, 2024 - **Flights:** HAT188 (outbound) and HAT207 (return) - **Passenger:** Olivia Gonzalez - …
  14. user: Yes, please go ahead and cancel the reservation.
  15. assistant: (no text)
    cancel_reservation({"reservation_id": "Z7GOZK"})
  16. tool: {"reservation_id": "Z7GOZK", "user_id": "olivia_gonzalez_2305", "origin": "EWR", "destination": "IAH", "flight_type": "round_trip", "cabin": "basic_economy", "flights": [{"flight_number": "HAT188", "origin": "EWR", "destination": "IAH", "date": "2024-05-28", "price": 52}, {"flight_number": "HAT207", "origin": "IAH", "destination": "EWR", "date": "2024-05-28", "price": 87}], "passengers": …
  17. assistant: Your reservation has been successfully cancelled. Here's a summary: - **Reservation ID:** Z7GOZK - **Status:** Cancelled - **Refund:** $169 will be returned to your gift card (gift_card_2200803) within 5-7 business days I hope you feel better soon, Olivia! Is there anything else I can help you with?
  18. user: No, that’s all I needed. Thank you for your help! ###STOP###
Full state (JSON)
{
  "domain": "airline",
  "customer_goal": "You will have a crazy half-day trip to Texas.\n\nIt is in your reservations but you don't remember the reservation id.\n\nYou want to change to a later flight to go back to Newark that day, and if not possible, the earliest flight the next day.\n\nYour current return flight departs 3pm (on the 28th).",
  "db_update_required": true,
  "turns_dropped_from_start": 0,
  "transcript": [
    {
      "role": "assistant",
      "content": "Hi! How can I help you today?"
    },
    {
      "role": "user",
      "content": "Hi, I need some help with a reservation I have for a trip to Texas. I want to make a change to my return flight."
    },
    {
      "role": "assistant",
      "content": "I'd be happy to help you make a change to your return flight. To get started, I'll need a couple of pieces of information:\n\n1. **Your user ID** - This is required to access your account\n2. **Your reservation ID** - If you don't know it, I can help you locate it once I have your user ID\n\nCould you please provide these details?"
    },
    {
      "role": "user",
      "content": "My user ID is olivia_gonzalez_2305. I don’t remember my reservation ID."
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "get_user_details",
          "args": "{\"user_id\": \"olivia_gonzalez_2305\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "{\"user_id\": \"olivia_gonzalez_2305\", \"name\": {\"first_name\": \"Olivia\", \"last_name\": \"Gonzalez\"}, \"address\": {\"address1\": \"334 Laurel Lane\", \"address2\": \"Suite 970\", \"city\": \"Los Angeles\", \"country\": \"USA\", \"state\": \"CA\", \"zip\": \"90504\"}, \"email\": \"olivia.gonzalez4421@example.com\", \"dob\": \"1988-06-13\", \"payment_methods\": {\"gift_card_2200803\": {\"source\": \"gift_card\", \"id\": \"gift_card_2200803\", …"
    },
    {
      "role": "assistant",
      "content": "I found your account, Olivia. You have three reservations on file. Let me retrieve the details of each to find the one for your trip to Texas.",
      "calls": [
        {
          "name": "get_reservation_details",
          "args": "{\"reservation_id\": \"Z7GOZK\"}"
        },
        {
          "name": "get_reservation_details",
          "args": "{\"reservation_id\": \"K67C4W\"}"
        },
        {
          "name": "get_reservation_details",
          "args": "{\"reservation_id\": \"THY2DG\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "{\"reservation_id\": \"Z7GOZK\", \"user_id\": \"olivia_gonzalez_2305\", \"origin\": \"EWR\", \"destination\": \"IAH\", \"flight_type\": \"round_trip\", \"cabin\": \"basic_economy\", \"flights\": [{\"flight_number\": \"HAT188\", \"origin\": \"EWR\", \"destination\": \"IAH\", \"date\": \"2024-05-28\", \"price\": 52}, {\"flight_number\": \"HAT207\", \"origin\": \"IAH\", \"destination\": \"EWR\", \"date\": \"2024-05-28\", \"price\": 87}], \"passengers\": …"
    },
    {
      "role": "tool",
      "content": "{\"reservation_id\": \"K67C4W\", \"user_id\": \"olivia_gonzalez_2305\", \"origin\": \"LAS\", \"destination\": \"MCO\", \"flight_type\": \"one_way\", \"cabin\": \"economy\", \"flights\": [{\"flight_number\": \"HAT137\", \"origin\": \"LAS\", \"destination\": \"MCO\", \"date\": \"2024-05-17\", \"price\": 114}], \"passengers\": [{\"first_name\": \"Olivia\", \"last_name\": \"Gonzalez\", \"dob\": \"1988-06-13\"}, {\"first_name\": \"Mei\", \"last_name\": …"
    },
    {
      "role": "tool",
      "content": "{\"reservation_id\": \"THY2DG\", \"user_id\": \"olivia_gonzalez_2305\", \"origin\": \"MSP\", \"destination\": \"ORD\", \"flight_type\": \"one_way\", \"cabin\": \"economy\", \"flights\": [{\"flight_number\": \"HAT248\", \"origin\": \"MSP\", \"destination\": \"DTW\", \"date\": \"2024-05-26\", \"price\": 160}, {\"flight_number\": \"HAT119\", \"origin\": \"DTW\", \"destination\": \"ORD\", \"date\": \"2024-05-26\", \"price\": 178}], \"passengers\": [{\"first_name\": …"
    },
    {
      "role": "assistant",
      "content": "I found your trip to Texas. It's reservation **Z7GOZK**, which is a round-trip flight from Newark (EWR) to Houston (IAH) on May 28, 2024.\n\nHere are the current details:\n- **Cabin:** Basic Economy\n- **Outbound flight:** HAT188 (EWR → IAH) on May 28, 2024\n- **Return flight:** HAT207 (IAH → EWR) on May 28, 2024\n- **Passenger:** Olivia Gonzalez\n- **Travel Insurance:** Yes\n\nHowever, I need to let you …"
    },
    {
      "role": "user",
      "content": "Since I’m not feeling well, I’d like to cancel the trip and use my travel insurance for a refund."
    },
    {
      "role": "assistant",
      "content": "I can help you cancel this reservation. Since you have travel insurance and your reason for cancellation is health-related, you are eligible for a full refund.\n\nLet me confirm the details of the cancellation:\n\n- **Reservation ID:** Z7GOZK\n- **Trip:** Round-trip Newark (EWR) ↔ Houston (IAH) on May 28, 2024\n- **Flights:** HAT188 (outbound) and HAT207 (return)\n- **Passenger:** Olivia Gonzalez\n- …"
    },
    {
      "role": "user",
      "content": "Yes, please go ahead and cancel the reservation."
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "cancel_reservation",
          "args": "{\"reservation_id\": \"Z7GOZK\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "{\"reservation_id\": \"Z7GOZK\", \"user_id\": \"olivia_gonzalez_2305\", \"origin\": \"EWR\", \"destination\": \"IAH\", \"flight_type\": \"round_trip\", \"cabin\": \"basic_economy\", \"flights\": [{\"flight_number\": \"HAT188\", \"origin\": \"EWR\", \"destination\": \"IAH\", \"date\": \"2024-05-28\", \"price\": 52}, {\"flight_number\": \"HAT207\", \"origin\": \"IAH\", \"destination\": \"EWR\", \"date\": \"2024-05-28\", \"price\": 87}], \"passengers\": …"
    },
    {
      "role": "assistant",
      "content": "Your reservation has been successfully cancelled. Here's a summary:\n\n- **Reservation ID:** Z7GOZK\n- **Status:** Cancelled\n- **Refund:** $169 will be returned to your gift card (gift_card_2200803) within 5-7 business days\n\nI hope you feel better soon, Olivia! Is there anything else I can help you with?"
    },
    {
      "role": "user",
      "content": "No, that’s all I needed. Thank you for your help! ###STOP###"
    }
  ]
}

Question success · noul · primary (ranked)

Given `customer_goal`, `db_update_required`, and the full `transcript`, did the agent end the session with the airline database in the correct state and with the required information communicated to the customer, according to airline policy?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: yes

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevnowrong12.0%0.226
  • yes 12.0%
  • no 88.0%
System One Scorerno
input truncated
wrong47.8%0.727
  • yes 47.8%
  • no 52.2%
JevFishyescorrect51.4%0.763
  • yes 51.4%
  • no 48.6%
decider-2byescorrect81.6%0.966
  • yes 81.6%
  • no 18.4%
OpenJevnowrong11.7%0.220
  • yes 11.7%
  • no 88.3%
NanoJev—unanswered · 0—0no answer (input over this system's limit)

Question db_correct · noul

Did the session end with the airline database in exactly the state the customer's request and airline policy require (no missing and no extra changes)?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: yes

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevnowrong20.0%0.360
  • yes 20.0%
  • no 80.0%
System One Scorerno
input truncated
wrong42.6%0.670
  • yes 42.6%
  • no 57.4%
JevFishyescorrect56.1%0.807
  • yes 56.1%
  • no 43.9%
decider-2byescorrect77.7%0.950
  • yes 77.7%
  • no 22.3%
OpenJevnowrong13.6%0.253
  • yes 13.6%
  • no 86.4%
NanoJev—unanswered · 0—0no answer (input over this system's limit)

Question communicated · noul

Did the agent tell the customer every piece of information the request required?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: yes

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevnowrong21.0%0.376
  • yes 21.0%
  • no 79.0%
System One Scoreryes
input truncated
correct58.1%0.824
  • yes 58.1%
  • no 41.9%
JevFishyescorrect58.1%0.824
  • yes 58.1%
  • no 41.9%
decider-2byescorrect73.3%0.929
  • yes 73.3%
  • no 26.7%
OpenJevnowrong38.0%0.616
  • yes 38.0%
  • no 62.0%
NanoJev—unanswered · 0—0no answer (input over this system's limit)
Sample 3 of 6 · real-time-and-agents:tau2long-602fa911604c · 2166 state tokens (long tier)

Turn 1 — the request (identical for every system)

  1. assistant: Hi! How can I help you today?
  2. user: Hi, I need to change my upcoming flight from JFK. My cat is really sick and I need to get home sooner. Can you help me look into changing my flight to an earlier nonstop option?
  3. assistant: I can help you with that. First, I'll need your user ID to locate your reservation details. Could you please provide your user ID?
  4. user: Sure, my user ID is daiki_lee_6144.
  5. assistant: (no text)
    get_user_details({"user_id": "daiki_lee_6144"})
  6. tool: {"user_id": "daiki_lee_6144", "name": {"first_name": "Daiki", "last_name": "Lee"}, "address": {"address1": "410 River Road", "address2": "Suite 380", "city": "Fort Worth", "country": "USA", "state": "TX", "zip": "76173"}, "email": "daiki.lee6987@example.com", "dob": "1976-10-08", "payment_methods": {"credit_card_6198952": {"source": "credit_card", "id": "credit_card_6198952", "brand": "visa", …
  7. assistant: Thank you, Daiki. I see you have three reservations. Could you please provide the reservation ID for the flight you wish to change? If you're unsure, I can look up the details for each reservation to help identify the correct one.
  8. user: I’m not sure what my reservation ID is. Could you tell me the details of my reservations? I can let you know which one I need to change.
  9. assistant: (no text)
    get_reservation_details({"reservation_id": "DF89BM"})
  10. tool: {"reservation_id": "DF89BM", "user_id": "daiki_lee_6144", "origin": "JFK", "destination": "DTW", "flight_type": "round_trip", "cabin": "basic_economy", "flights": [{"flight_number": "HAT079", "origin": "JFK", "destination": "ORD", "date": "2024-05-17", "price": 63}, {"flight_number": "HAT020", "origin": "ORD", "destination": "DTW", "date": "2024-05-17", "price": 78}, {"flight_number": "HAT263", …
  11. assistant: (no text)
    get_reservation_details({"reservation_id": "COVE6R"})
  12. tool: {"reservation_id": "COVE6R", "user_id": "daiki_lee_6144", "origin": "MCO", "destination": "BOS", "flight_type": "one_way", "cabin": "business", "flights": [{"flight_number": "HAT017", "origin": "MCO", "destination": "BOS", "date": "2024-05-27", "price": 1394}], "passengers": [{"first_name": "Daiki", "last_name": "Lee", "dob": "1976-10-08"}], "payment_history": [{"payment_id": "gift_card_5128346", …
  13. assistant: (no text)
    get_reservation_details({"reservation_id": "IIHXDG"})
  14. tool: {"reservation_id": "IIHXDG", "user_id": "daiki_lee_6144", "origin": "PHL", "destination": "SFO", "flight_type": "one_way", "cabin": "economy", "flights": [{"flight_number": "HAT199", "origin": "PHL", "destination": "SFO", "date": "2024-05-18", "price": 143}], "passengers": [{"first_name": "Raj", "last_name": "Muller", "dob": "1967-10-16"}, {"first_name": "Ivan", "last_name": "Garcia", "dob": …
  15. assistant: Here are the details of your reservations: 1. **Reservation ID: DF89BM** - **Origin:** JFK - **Destination:** DTW - **Flight Type:** Round Trip - **Cabin:** Basic Economy - **Flights:** - JFK to ORD on 2024-05-17 (Flight HAT079) - ORD to DTW on 2024-05-17 (Flight HAT020) - DTW to JFK on 2024-05-24 (Flight HAT263) - **Passengers:** Daiki Lee 2. **Reservation ID: …
  16. user: It’s the first reservation—DF89BM, the one from JFK to DTW on May 17. I’d like to change that to a nonstop flight if possible, and I need to get home sooner. Can you check what options are available? Also, I can only do the change if it costs less than $100. I don’t want to buy a new ticket.
  17. assistant: (no text)
    search_direct_flight({"origin": "JFK", "destination": "DTW", "date": "2024-05-17"})
  18. tool: [{"flight_number": "HAT033", "origin": "JFK", "destination": "DTW", "status": "available", "scheduled_departure_time_est": "00:00:00", "scheduled_arrival_time_est": "02:00:00", "date": null, "available_seats": {"basic_economy": 5, "economy": 5, "business": 4}, "prices": {"basic_economy": 88, "economy": 135, "business": 363}}, {"flight_number": "HAT088", "origin": "JFK", "destination": "DTW", …
  19. assistant: Here are the available nonstop flight options from JFK to DTW on May 17, 2024: 1. **Flight HAT033** - **Departure:** 00:00 EST - **Arrival:** 02:00 EST - **Prices:** Basic Economy $88, Economy $135, Business $363 2. **Flight HAT088** - **Departure:** 04:00 EST - **Arrival:** 06:00 EST - **Prices:** Basic Economy $73, Economy $172, Business $466 3. **Flight HAT092** - …
  20. user: Yes, please go ahead and change my reservation to Flight HAT092 in Basic Economy. That works for me.
  21. assistant: (no text)
    update_reservation_flights({"reservation_id": "DF89BM", "cabin": "basic_economy", "flights": [{"flight_number": "HAT092", "origin": "JFK", "destination": "DTW", "date": "2024-05-17", "price": 54}, {"flight_number": "HAT263", …)
  22. tool: {"reservation_id": "DF89BM", "user_id": "daiki_lee_6144", "origin": "JFK", "destination": "DTW", "flight_type": "round_trip", "cabin": "basic_economy", "flights": [{"flight_number": "HAT092", "origin": "JFK", "destination": "DTW", "date": "2024-05-17", "price": 54}, {"flight_number": "HAT263", "origin": "DTW", "destination": "JFK", "date": "2024-05-24", "price": 53}], "passengers": …
  23. assistant: Your reservation has been successfully updated to Flight HAT092 from JFK to DTW on May 17, 2024, in Basic Economy. The return flight remains unchanged. The change resulted in a refund of $87 to your gift card. If there's anything else you need, feel free to ask!
  24. user: Thank you so much for your help! That’s all I needed. Have a great day! ###STOP###
Full state (JSON)
{
  "domain": "airline",
  "customer_goal": "Your cat is really sick and you need to get back home sooner to take care of it. \nYou want to change your upcoming flight from JFK on May 17 to a nonstop flight.",
  "db_update_required": false,
  "turns_dropped_from_start": 0,
  "transcript": [
    {
      "role": "assistant",
      "content": "Hi! How can I help you today?"
    },
    {
      "role": "user",
      "content": "Hi, I need to change my upcoming flight from JFK. My cat is really sick and I need to get home sooner. Can you help me look into changing my flight to an earlier nonstop option?"
    },
    {
      "role": "assistant",
      "content": "I can help you with that. First, I'll need your user ID to locate your reservation details. Could you please provide your user ID?"
    },
    {
      "role": "user",
      "content": "Sure, my user ID is daiki_lee_6144."
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "get_user_details",
          "args": "{\"user_id\": \"daiki_lee_6144\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "{\"user_id\": \"daiki_lee_6144\", \"name\": {\"first_name\": \"Daiki\", \"last_name\": \"Lee\"}, \"address\": {\"address1\": \"410 River Road\", \"address2\": \"Suite 380\", \"city\": \"Fort Worth\", \"country\": \"USA\", \"state\": \"TX\", \"zip\": \"76173\"}, \"email\": \"daiki.lee6987@example.com\", \"dob\": \"1976-10-08\", \"payment_methods\": {\"credit_card_6198952\": {\"source\": \"credit_card\", \"id\": \"credit_card_6198952\", \"brand\": \"visa\", …"
    },
    {
      "role": "assistant",
      "content": "Thank you, Daiki. I see you have three reservations. Could you please provide the reservation ID for the flight you wish to change? If you're unsure, I can look up the details for each reservation to help identify the correct one."
    },
    {
      "role": "user",
      "content": "I’m not sure what my reservation ID is. Could you tell me the details of my reservations? I can let you know which one I need to change."
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "get_reservation_details",
          "args": "{\"reservation_id\": \"DF89BM\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "{\"reservation_id\": \"DF89BM\", \"user_id\": \"daiki_lee_6144\", \"origin\": \"JFK\", \"destination\": \"DTW\", \"flight_type\": \"round_trip\", \"cabin\": \"basic_economy\", \"flights\": [{\"flight_number\": \"HAT079\", \"origin\": \"JFK\", \"destination\": \"ORD\", \"date\": \"2024-05-17\", \"price\": 63}, {\"flight_number\": \"HAT020\", \"origin\": \"ORD\", \"destination\": \"DTW\", \"date\": \"2024-05-17\", \"price\": 78}, {\"flight_number\": \"HAT263\", …"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "get_reservation_details",
          "args": "{\"reservation_id\": \"COVE6R\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "{\"reservation_id\": \"COVE6R\", \"user_id\": \"daiki_lee_6144\", \"origin\": \"MCO\", \"destination\": \"BOS\", \"flight_type\": \"one_way\", \"cabin\": \"business\", \"flights\": [{\"flight_number\": \"HAT017\", \"origin\": \"MCO\", \"destination\": \"BOS\", \"date\": \"2024-05-27\", \"price\": 1394}], \"passengers\": [{\"first_name\": \"Daiki\", \"last_name\": \"Lee\", \"dob\": \"1976-10-08\"}], \"payment_history\": [{\"payment_id\": \"gift_card_5128346\", …"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "get_reservation_details",
          "args": "{\"reservation_id\": \"IIHXDG\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "{\"reservation_id\": \"IIHXDG\", \"user_id\": \"daiki_lee_6144\", \"origin\": \"PHL\", \"destination\": \"SFO\", \"flight_type\": \"one_way\", \"cabin\": \"economy\", \"flights\": [{\"flight_number\": \"HAT199\", \"origin\": \"PHL\", \"destination\": \"SFO\", \"date\": \"2024-05-18\", \"price\": 143}], \"passengers\": [{\"first_name\": \"Raj\", \"last_name\": \"Muller\", \"dob\": \"1967-10-16\"}, {\"first_name\": \"Ivan\", \"last_name\": \"Garcia\", \"dob\": …"
    },
    {
      "role": "assistant",
      "content": "Here are the details of your reservations:\n\n1. **Reservation ID: DF89BM**\n   - **Origin:** JFK\n   - **Destination:** DTW\n   - **Flight Type:** Round Trip\n   - **Cabin:** Basic Economy\n   - **Flights:**\n     - JFK to ORD on 2024-05-17 (Flight HAT079)\n     - ORD to DTW on 2024-05-17 (Flight HAT020)\n     - DTW to JFK on 2024-05-24 (Flight HAT263)\n   - **Passengers:** Daiki Lee\n\n2. **Reservation ID: …"
    },
    {
      "role": "user",
      "content": "It’s the first reservation—DF89BM, the one from JFK to DTW on May 17. I’d like to change that to a nonstop flight if possible, and I need to get home sooner. Can you check what options are available? Also, I can only do the change if it costs less than $100. I don’t want to buy a new ticket."
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "search_direct_flight",
          "args": "{\"origin\": \"JFK\", \"destination\": \"DTW\", \"date\": \"2024-05-17\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "[{\"flight_number\": \"HAT033\", \"origin\": \"JFK\", \"destination\": \"DTW\", \"status\": \"available\", \"scheduled_departure_time_est\": \"00:00:00\", \"scheduled_arrival_time_est\": \"02:00:00\", \"date\": null, \"available_seats\": {\"basic_economy\": 5, \"economy\": 5, \"business\": 4}, \"prices\": {\"basic_economy\": 88, \"economy\": 135, \"business\": 363}}, {\"flight_number\": \"HAT088\", \"origin\": \"JFK\", \"destination\": \"DTW\", …"
    },
    {
      "role": "assistant",
      "content": "Here are the available nonstop flight options from JFK to DTW on May 17, 2024:\n\n1. **Flight HAT033**\n   - **Departure:** 00:00 EST\n   - **Arrival:** 02:00 EST\n   - **Prices:** Basic Economy $88, Economy $135, Business $363\n\n2. **Flight HAT088**\n   - **Departure:** 04:00 EST\n   - **Arrival:** 06:00 EST\n   - **Prices:** Basic Economy $73, Economy $172, Business $466\n\n3. **Flight HAT092**\n   - …"
    },
    {
      "role": "user",
      "content": "Yes, please go ahead and change my reservation to Flight HAT092 in Basic Economy. That works for me."
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "update_reservation_flights",
          "args": "{\"reservation_id\": \"DF89BM\", \"cabin\": \"basic_economy\", \"flights\": [{\"flight_number\": \"HAT092\", \"origin\": \"JFK\", \"destination\": \"DTW\", \"date\": \"2024-05-17\", \"price\": 54}, {\"flight_number\": \"HAT263\", …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "{\"reservation_id\": \"DF89BM\", \"user_id\": \"daiki_lee_6144\", \"origin\": \"JFK\", \"destination\": \"DTW\", \"flight_type\": \"round_trip\", \"cabin\": \"basic_economy\", \"flights\": [{\"flight_number\": \"HAT092\", \"origin\": \"JFK\", \"destination\": \"DTW\", \"date\": \"2024-05-17\", \"price\": 54}, {\"flight_number\": \"HAT263\", \"origin\": \"DTW\", \"destination\": \"JFK\", \"date\": \"2024-05-24\", \"price\": 53}], \"passengers\": …"
    },
    {
      "role": "assistant",
      "content": "Your reservation has been successfully updated to Flight HAT092 from JFK to DTW on May 17, 2024, in Basic Economy. The return flight remains unchanged. The change resulted in a refund of $87 to your gift card.\n\nIf there's anything else you need, feel free to ask!"
    },
    {
      "role": "user",
      "content": "Thank you so much for your help! That’s all I needed. Have a great day! \n\n###STOP###"
    }
  ]
}

Question success · noul · primary (ranked)

Given `customer_goal`, `db_update_required`, and the full `transcript`, did the agent end the session with the airline database in the correct state and with the required information communicated to the customer, according to airline policy?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: no

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevyeswrong27.0%0.467
  • yes 73.0%
  • no 27.0%
System One Scoreryes
input truncated
wrong49.6%0.746
  • yes 50.4%
  • no 49.6%
JevFishyeswrong23.3%0.411
  • yes 76.7%
  • no 23.3%
decider-2byeswrong10.8%0.204
  • yes 89.2%
  • no 10.8%
OpenJevyeswrong0.0%0.000
  • yes 100.0%
  • no 0.0%
NanoJev—unanswered · 0—0no answer (input over this system's limit)

Question db_correct · noul

Did the session end with the airline database in exactly the state the customer's request and airline policy require (no missing and no extra changes)?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: no

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevyeswrong20.0%0.360
  • yes 80.0%
  • no 20.0%
System One Scoreryes
input truncated
wrong47.9%0.728
  • yes 52.1%
  • no 47.9%
JevFishyeswrong30.7%0.520
  • yes 69.3%
  • no 30.7%
decider-2byeswrong12.8%0.239
  • yes 87.3%
  • no 12.8%
OpenJevyeswrong0.1%0.002
  • yes 99.9%
  • no 0.1%
NanoJev—unanswered · 0—0no answer (input over this system's limit)

Question communicated · noul

Did the agent tell the customer every piece of information the request required?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: yes

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevyescorrect81.0%0.964
  • yes 81.0%
  • no 19.0%
System One Scorerno
input truncated
wrong46.1%0.709
  • yes 46.1%
  • no 53.9%
JevFishyescorrect67.0%0.891
  • yes 67.0%
  • no 33.0%
decider-2byescorrect67.3%0.893
  • yes 67.3%
  • no 32.7%
OpenJevyescorrect100.0%1.000
  • yes 100.0%
  • no 0.1%
NanoJev—unanswered · 0—0no answer (input over this system's limit)
Sample 4 of 6 · real-time-and-agents:tau2long-6ed1ff640757 · 3707 state tokens (long tier)

Turn 1 — the request (identical for every system)

  1. assistant: (no text)
    code_evaluation({"expression": "\n# Check database structure\nprint(\"Database type:\", type(db))\nprint(\"Database fields:\", db.model_fields.keys())\n"})
  2. tool: Database fields: dict_keys(['flights', 'users', 'reservations'])
  3. assistant: (no text)
    code_evaluation({"expression": "\n# Get user profile\nuser = db.users.get(\"mia_kim_4397\")\n\nif user:\n print(\"=== USER PROFILE ===\")\n print(f\"User ID: {user.user_id}\")\n print(f\"Email: …)
  4. tool: AttributeError: 'User' object has no attribute 'date_of_birth'
  5. assistant: (no text)
    code_evaluation({"expression": "\n# Get user profile\nuser = db.users.get(\"mia_kim_4397\")\n\nif user:\n print(\"=== USER PROFILE ===\")\n print(f\"User fields: {user.model_fields.keys()}\")\n …)
  6. tool: === USER PROFILE === User fields: dict_keys(['user_id', 'name', 'address', 'email', 'dob', 'payment_methods', 'saved_passengers', 'membership', 'reservations']) {'user_id': 'mia_kim_4397', 'name': {'first_name': 'Mia', 'last_name': 'Kim'}, 'address': {'address1': '681 Cedar Street', 'address2': 'Suite 847', 'city': 'Washington', 'country': 'USA', 'state': 'DC', 'zip': '20017'}, 'email': …
  7. assistant: (no text)
    code_evaluation({"expression": "\n# Get reservation H9ZU1C\nreservation = db.reservations.get(\"H9ZU1C\")\n\nif reservation:\n print(\"=== RESERVATION H9ZU1C ===\")\n res_data = reservation.model_dump()\n …)
  8. tool: KeyError: 'trip_type'
  9. assistant: (no text)
    code_evaluation({"expression": "\n# Get reservation H9ZU1C\nreservation = db.reservations.get(\"H9ZU1C\")\n\nif reservation:\n print(\"=== RESERVATION H9ZU1C ===\")\n print(\"Reservation fields:\", …)
  10. tool: === RESERVATION H9ZU1C === Reservation fields: dict_keys(['reservation_id', 'user_id', 'origin', 'destination', 'flight_type', 'cabin', 'flights', 'passengers', 'payment_history', 'created_at', 'total_baggages', 'nonfree_baggages', 'insurance', 'status']) reservation_id: H9ZU1C user_id: mia_kim_4397 origin: MIA destination: IAH flight_type: one_way cabin: economy flights: [{'flight_number': …
  11. assistant: Now let me check the flight details to see if any have already been flown:
    code_evaluation({"expression": "\n# Check flight status for reservation H9ZU1C\nprint(\"=== CHECKING FLIGHT STATUS ===\")\nprint(\"Current time: 2024-05-15 15:00:00 EST\\n\")\n\nfor flight_info in …)
  12. tool: NameError: name 'reservation' is not defined
  13. assistant: (no text)
    code_evaluation({"expression": "\n# Check flight status for reservation H9ZU1C\nreservation = db.reservations.get(\"H9ZU1C\")\n\nprint(\"=== CHECKING FLIGHT STATUS ===\")\nprint(\"Current time: 2024-05-15 15:00:00 …)
  14. tool: TypeError: 'ReservationFlight' object is not subscriptable
  15. assistant: (no text)
    code_evaluation({"expression": "\n# Check flight status for reservation H9ZU1C\nreservation = db.reservations.get(\"H9ZU1C\")\n\nprint(\"=== CHECKING FLIGHT STATUS ===\")\nprint(\"Current time: 2024-05-15 15:00:00 …)
  16. tool: - Total paid: $897
  17. assistant: I need to ask you a few questions before I can proceed with the cancellation: **For cancelling reservation H9ZU1C:** I can see that: - The reservation has 3 passengers: James Moore, Ethan Lopez, and Amelia Sanchez - It's for flights on May 24 and May 25 (both are future dates, so the flights haven't been flown yet) - Economy cabin - Total cost: $897 However, I need to know: 1. **What is the …
  18. user: Yes, I’m Mia Kim, and that’s the correct date of birth. For the cancellation, the reason is a change of plans. Please go ahead and process the cancellation for reservation H9ZU1C. Let me know if you need anything else from me.
  19. assistant: I need to inform you about the cancellation eligibility for reservation H9ZU1C. Let me check when this reservation was created and the applicable cancellation rules:
    code_evaluation({"expression": "\nfrom datetime import datetime, timedelta\n\nreservation = db.reservations.get(\"H9ZU1C\")\nuser = db.users.get(\"mia_kim_4397\")\n\nprint(\"=== CANCELLATION ELIGIBILITY CHECK …)
  20. tool: - The airline did not cancel the flight
  21. assistant: Unfortunately, **I cannot cancel reservation H9ZU1C**. According to our policy, a reservation can only be cancelled if at least one of the following conditions is met: 1. The booking was made within the last 24 hours 2. The flight was cancelled by the airline 3. It's a business class flight 4. You have travel insurance and the cancellation reason is covered Your reservation H9ZU1C: - Was …
    code_evaluation({"expression": "\n# Search for direct flights from NYC airports to West Coast cities\n# Departure: May 20, 2024\n# Return: May 25, 2024\n\nprint(\"=== SEARCHING FOR DIRECT FLIGHTS …)
  22. tool: AttributeError: 'Flight' object has no attribute 'schedule'
  23. assistant: (no text)
    code_evaluation({"expression": "\n# Check flight structure\nsample_flight = list(db.flights.values())[0]\nprint(\"Flight fields:\", sample_flight.model_fields.keys())\nprint(\"\\nSample flight …)
  24. tool: {'flight_number': 'HAT001', 'origin': 'PHL', 'destination': 'LGA', 'scheduled_departure_time_est': '06:00:00', 'scheduled_arrival_time_est': '07:00:00', 'dates': {'2024-05-01': {'status': 'landed', 'actual_departure_time_est': '2024-05-01T06:26:00', 'actual_arrival_time_est': '2024-05-01T06:58:00'}, '2024-05-02': {'status': 'landed', 'actual_departure_time_est': '2024-05-02T05:35:00', …
  25. assistant: (no text)
    code_evaluation({"expression": "\n# Search for direct flights from NYC airports to West Coast cities\n# Departure: May 20, 2024\n# Return: May 25, 2024\n\nprint(\"=== SEARCHING FOR DIRECT FLIGHTS …)
  26. tool: AttributeError: 'dict' object has no attribute 'basic_economy'
  27. assistant: (no text)
    code_evaluation({"expression": "\n# Check the structure of date info\nsample_flight = list(db.flights.values())[0]\ndate_info = sample_flight.dates['2024-05-20']\nprint(\"Date info type:\", …)
  28. tool: Date info: status='available' available_seats={'basic_economy': 10, 'economy': 17, 'business': 13} prices={'basic_economy': 61, 'economy': 137, 'business': 411}
  29. assistant: (no text)
    code_evaluation({"expression": "\n# Search for direct flights from NYC airports to West Coast cities\n# Departure: May 20, 2024\n# Return: May 25, 2024\n\nprint(\"=== SEARCHING FOR DIRECT FLIGHTS …)
  30. tool: FOUND 34 ROUND TRIP OPTIONS TOP 5 CHEAPEST DIRECT ROUND TRIP OPTIONS: 1. SEA - Total: $106 Outbound: HAT069 - JFK → SEA on 2024-05-20 ($51) Return: HAT276 - SEA → JFK on 2024-05-25 ($55) 2. PHX - Total: $110 Outbound: HAT002 - LGA → PHX on 2024-05-20 ($53) Return: HAT256 - PHX → LGA on 2024-05-25 ($57) 3. SEA - Total: $111 Outbound: HAT069 - JFK → SEA on 2024-05-20 ($51) …
  31. assistant: Perfect! I found several direct round trip options for you. **The cheapest option is to Seattle (SEA) for a total of $106**. Here are the flight details for the cheapest option: **Outbound Flight:** HAT069 - JFK → SEA on May 20, 2024 ($51) **Return Flight:** HAT276 - SEA → JFK on May 25, 2024 ($55) **Total Price:** $106 Now let me prepare the booking details with your baggage allowance:
    code_evaluation({"expression": "\n# Calculate booking details\nuser = db.users.get(\"mia_kim_4397\")\n\nprint(\"=== BOOKING DETAILS ===\\n\")\nprint(f\"User: Mia Kim (ID: mia_kim_4397)\")\nprint(f\"Membership: …)
  32. tool: Remaining balance on gift cards: $136
  33. assistant: Excellent! Here's the complete booking summary for your approval: --- ## BOOKING SUMMARY **Route:** New York (JFK) ↔ Seattle (SEA) - Round Trip **Passenger:** Mia Kim (DOB: 1965-06-09) **Cabin Class:** Basic Economy **Flights:** - **Outbound:** HAT069 - JFK → SEA on May 20, 2024 ($51) - **Return:** HAT276 - SEA → JFK on May 25, 2024 ($55) **Baggage:** - 1 free checked bag (included with …
  34. user: Yes, please go ahead and book this itinerary for me. Thank you!
  35. assistant: (no text)
    get_datetime({})
  36. tool: 2024-05-15T15:00:00
  37. assistant: (no text)
    get_new_reservation_id({})
  38. tool: HATHAT
  39. assistant: (no text)
    code_evaluation({"expression": "\n# Create the new reservation\nfrom datetime import datetime\n\n# Get necessary data\nuser = db.users.get(\"mia_kim_4397\")\nreservation_id = \"HATHAT\"\ncreated_time = …)
  40. tool: KeyError: 'Passenger'
  41. assistant: (no text)
    code_evaluation({"expression": "\n# Check available data models\nprint(\"Available data models:\")\nfor key in data_models.keys():\n print(f\" - {key}\")\n"})
  42. tool: - airport code - cabin class - certificate - direct flight - flight - flight status - flight information - flight type - insurance - passenger - payment - reservation - reservation flight - customer
  43. assistant: (no text)
    code_evaluation({"expression": "\n# Create the new reservation\nfrom datetime import datetime\n\n# Get necessary data\nuser = db.users.get(\"mia_kim_4397\")\nreservation_id = \"HATHAT\"\ncreated_time = …)
  44. tool: ValidationError: 1 validation error for Reservation status Input should be 'cancelled' [type=literal_error, input_value='active', input_type=str] For further information visit https://errors.pydantic.dev/2.12/v/literal_error
  45. assistant: (no text)
    code_evaluation({"expression": "\n# Create the new reservation (status should be None for active reservations)\nfrom datetime import datetime\n\n# Get necessary data\nuser = …)
  46. tool: Gift Card 7773485: $67.00 (balance now: $136.00)
  47. assistant: Perfect! Your booking has been successfully completed! 🎉 --- ## ✈️ BOOKING CONFIRMATION **Reservation ID:** HATHAT **User:** Mia Kim (mia_kim_4397) **Status:** Active ### FLIGHTS: - **Outbound:** HAT069 - JFK → SEA on May 20, 2024 - **Return:** HAT276 - SEA → JFK on May 25, 2024 ### PASSENGER: - Mia Kim (DOB: 1965-06-09) ### BAGGAGE: - 1 checked bag (free with Silver membership) ### …
  48. user: No, that’s all I needed. Thanks for your help!###STOP###
Full state (JSON)
{
  "domain": "airline",
  "customer_goal": "You need to remove a passenger from one of your reservation.\n\nYou are also looking to book a flight form NY to go explore the West Coast.",
  "db_update_required": true,
  "turns_dropped_from_start": 8,
  "transcript": [
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Check database structure\\nprint(\\\"Database type:\\\", type(db))\\nprint(\\\"Database fields:\\\", db.model_fields.keys())\\n\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "Database fields: dict_keys(['flights', 'users', 'reservations'])"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Get user profile\\nuser = db.users.get(\\\"mia_kim_4397\\\")\\n\\nif user:\\n    print(\\\"=== USER PROFILE ===\\\")\\n    print(f\\\"User ID: {user.user_id}\\\")\\n    print(f\\\"Email: …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "AttributeError: 'User' object has no attribute 'date_of_birth'"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Get user profile\\nuser = db.users.get(\\\"mia_kim_4397\\\")\\n\\nif user:\\n    print(\\\"=== USER PROFILE ===\\\")\\n    print(f\\\"User fields: {user.model_fields.keys()}\\\")\\n …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "=== USER PROFILE ===\nUser fields: dict_keys(['user_id', 'name', 'address', 'email', 'dob', 'payment_methods', 'saved_passengers', 'membership', 'reservations'])\n{'user_id': 'mia_kim_4397', 'name': {'first_name': 'Mia', 'last_name': 'Kim'}, 'address': {'address1': '681 Cedar Street', 'address2': 'Suite 847', 'city': 'Washington', 'country': 'USA', 'state': 'DC', 'zip': '20017'}, 'email': …"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Get reservation H9ZU1C\\nreservation = db.reservations.get(\\\"H9ZU1C\\\")\\n\\nif reservation:\\n    print(\\\"=== RESERVATION H9ZU1C ===\\\")\\n    res_data = reservation.model_dump()\\n …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "KeyError: 'trip_type'"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Get reservation H9ZU1C\\nreservation = db.reservations.get(\\\"H9ZU1C\\\")\\n\\nif reservation:\\n    print(\\\"=== RESERVATION H9ZU1C ===\\\")\\n    print(\\\"Reservation fields:\\\", …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "=== RESERVATION H9ZU1C ===\nReservation fields: dict_keys(['reservation_id', 'user_id', 'origin', 'destination', 'flight_type', 'cabin', 'flights', 'passengers', 'payment_history', 'created_at', 'total_baggages', 'nonfree_baggages', 'insurance', 'status'])\nreservation_id: H9ZU1C\nuser_id: mia_kim_4397\norigin: MIA\ndestination: IAH\nflight_type: one_way\ncabin: economy\nflights: [{'flight_number': …"
    },
    {
      "role": "assistant",
      "content": "Now let me check the flight details to see if any have already been flown:",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Check flight status for reservation H9ZU1C\\nprint(\\\"=== CHECKING FLIGHT STATUS ===\\\")\\nprint(\\\"Current time: 2024-05-15 15:00:00 EST\\\\n\\\")\\n\\nfor flight_info in …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "NameError: name 'reservation' is not defined"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Check flight status for reservation H9ZU1C\\nreservation = db.reservations.get(\\\"H9ZU1C\\\")\\n\\nprint(\\\"=== CHECKING FLIGHT STATUS ===\\\")\\nprint(\\\"Current time: 2024-05-15 15:00:00 …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "TypeError: 'ReservationFlight' object is not subscriptable"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Check flight status for reservation H9ZU1C\\nreservation = db.reservations.get(\\\"H9ZU1C\\\")\\n\\nprint(\\\"=== CHECKING FLIGHT STATUS ===\\\")\\nprint(\\\"Current time: 2024-05-15 15:00:00 …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "- Total paid: $897"
    },
    {
      "role": "assistant",
      "content": "I need to ask you a few questions before I can proceed with the cancellation:\n\n**For cancelling reservation H9ZU1C:**\n\nI can see that:\n- The reservation has 3 passengers: James Moore, Ethan Lopez, and Amelia Sanchez\n- It's for flights on May 24 and May 25 (both are future dates, so the flights haven't been flown yet)\n- Economy cabin\n- Total cost: $897\n\nHowever, I need to know:\n1. **What is the …"
    },
    {
      "role": "user",
      "content": "Yes, I’m Mia Kim, and that’s the correct date of birth.\n\nFor the cancellation, the reason is a change of plans. Please go ahead and process the cancellation for reservation H9ZU1C. Let me know if you need anything else from me."
    },
    {
      "role": "assistant",
      "content": "I need to inform you about the cancellation eligibility for reservation H9ZU1C.\n\nLet me check when this reservation was created and the applicable cancellation rules:",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\nfrom datetime import datetime, timedelta\\n\\nreservation = db.reservations.get(\\\"H9ZU1C\\\")\\nuser = db.users.get(\\\"mia_kim_4397\\\")\\n\\nprint(\\\"=== CANCELLATION ELIGIBILITY CHECK …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "- The airline did not cancel the flight"
    },
    {
      "role": "assistant",
      "content": "Unfortunately, **I cannot cancel reservation H9ZU1C**. \n\nAccording to our policy, a reservation can only be cancelled if at least one of the following conditions is met:\n1. The booking was made within the last 24 hours\n2. The flight was cancelled by the airline\n3. It's a business class flight\n4. You have travel insurance and the cancellation reason is covered\n\nYour reservation H9ZU1C:\n- Was …",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Search for direct flights from NYC airports to West Coast cities\\n# Departure: May 20, 2024\\n# Return: May 25, 2024\\n\\nprint(\\\"=== SEARCHING FOR DIRECT FLIGHTS …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "AttributeError: 'Flight' object has no attribute 'schedule'"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Check flight structure\\nsample_flight = list(db.flights.values())[0]\\nprint(\\\"Flight fields:\\\", sample_flight.model_fields.keys())\\nprint(\\\"\\\\nSample flight …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "{'flight_number': 'HAT001', 'origin': 'PHL', 'destination': 'LGA', 'scheduled_departure_time_est': '06:00:00', 'scheduled_arrival_time_est': '07:00:00', 'dates': {'2024-05-01': {'status': 'landed', 'actual_departure_time_est': '2024-05-01T06:26:00', 'actual_arrival_time_est': '2024-05-01T06:58:00'}, '2024-05-02': {'status': 'landed', 'actual_departure_time_est': '2024-05-02T05:35:00', …"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Search for direct flights from NYC airports to West Coast cities\\n# Departure: May 20, 2024\\n# Return: May 25, 2024\\n\\nprint(\\\"=== SEARCHING FOR DIRECT FLIGHTS …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "AttributeError: 'dict' object has no attribute 'basic_economy'"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Check the structure of date info\\nsample_flight = list(db.flights.values())[0]\\ndate_info = sample_flight.dates['2024-05-20']\\nprint(\\\"Date info type:\\\", …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "Date info: status='available' available_seats={'basic_economy': 10, 'economy': 17, 'business': 13} prices={'basic_economy': 61, 'economy': 137, 'business': 411}"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Search for direct flights from NYC airports to West Coast cities\\n# Departure: May 20, 2024\\n# Return: May 25, 2024\\n\\nprint(\\\"=== SEARCHING FOR DIRECT FLIGHTS …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "FOUND 34 ROUND TRIP OPTIONS\n\nTOP 5 CHEAPEST DIRECT ROUND TRIP OPTIONS:\n\n1. SEA - Total: $106\n   Outbound: HAT069 - JFK → SEA on 2024-05-20 ($51)\n   Return:   HAT276 - SEA → JFK on 2024-05-25 ($55)\n\n2. PHX - Total: $110\n   Outbound: HAT002 - LGA → PHX on 2024-05-20 ($53)\n   Return:   HAT256 - PHX → LGA on 2024-05-25 ($57)\n\n3. SEA - Total: $111\n   Outbound: HAT069 - JFK → SEA on 2024-05-20 ($51) …"
    },
    {
      "role": "assistant",
      "content": "Perfect! I found several direct round trip options for you. **The cheapest option is to Seattle (SEA) for a total of $106**.\n\nHere are the flight details for the cheapest option:\n\n**Outbound Flight:** HAT069 - JFK → SEA on May 20, 2024 ($51)  \n**Return Flight:** HAT276 - SEA → JFK on May 25, 2024 ($55)  \n**Total Price:** $106\n\nNow let me prepare the booking details with your baggage allowance:",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Calculate booking details\\nuser = db.users.get(\\\"mia_kim_4397\\\")\\n\\nprint(\\\"=== BOOKING DETAILS ===\\\\n\\\")\\nprint(f\\\"User: Mia Kim (ID: mia_kim_4397)\\\")\\nprint(f\\\"Membership: …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "Remaining balance on gift cards: $136"
    },
    {
      "role": "assistant",
      "content": "Excellent! Here's the complete booking summary for your approval:\n\n---\n\n## BOOKING SUMMARY\n\n**Route:** New York (JFK) ↔ Seattle (SEA) - Round Trip  \n**Passenger:** Mia Kim (DOB: 1965-06-09)  \n**Cabin Class:** Basic Economy\n\n**Flights:**\n- **Outbound:** HAT069 - JFK → SEA on May 20, 2024 ($51)\n- **Return:** HAT276 - SEA → JFK on May 25, 2024 ($55)\n\n**Baggage:**\n- 1 free checked bag (included with …"
    },
    {
      "role": "user",
      "content": "Yes, please go ahead and book this itinerary for me. Thank you!"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "get_datetime",
          "args": "{}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "2024-05-15T15:00:00"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "get_new_reservation_id",
          "args": "{}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "HATHAT"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Create the new reservation\\nfrom datetime import datetime\\n\\n# Get necessary data\\nuser = db.users.get(\\\"mia_kim_4397\\\")\\nreservation_id = \\\"HATHAT\\\"\\ncreated_time = …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "KeyError: 'Passenger'"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Check available data models\\nprint(\\\"Available data models:\\\")\\nfor key in data_models.keys():\\n    print(f\\\"  - {key}\\\")\\n\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "- airport code\n  - cabin class\n  - certificate\n  - direct flight\n  - flight\n  - flight status\n  - flight information\n  - flight type\n  - insurance\n  - passenger\n  - payment\n  - reservation\n  - reservation flight\n  - customer"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Create the new reservation\\nfrom datetime import datetime\\n\\n# Get necessary data\\nuser = db.users.get(\\\"mia_kim_4397\\\")\\nreservation_id = \\\"HATHAT\\\"\\ncreated_time = …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "ValidationError: 1 validation error for Reservation\nstatus\n  Input should be 'cancelled' [type=literal_error, input_value='active', input_type=str]\n    For further information visit https://errors.pydantic.dev/2.12/v/literal_error"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"\\n# Create the new reservation (status should be None for active reservations)\\nfrom datetime import datetime\\n\\n# Get necessary data\\nuser = …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "Gift Card 7773485: $67.00 (balance now: $136.00)"
    },
    {
      "role": "assistant",
      "content": "Perfect! Your booking has been successfully completed! 🎉\n\n---\n\n## ✈️ BOOKING CONFIRMATION\n\n**Reservation ID:** HATHAT  \n**User:** Mia Kim (mia_kim_4397)  \n**Status:** Active\n\n### FLIGHTS:\n- **Outbound:** HAT069 - JFK → SEA on May 20, 2024  \n- **Return:** HAT276 - SEA → JFK on May 25, 2024\n\n### PASSENGER:\n- Mia Kim (DOB: 1965-06-09)\n\n### BAGGAGE:\n- 1 checked bag (free with Silver membership)\n\n### …"
    },
    {
      "role": "user",
      "content": "No, that’s all I needed. Thanks for your help!###STOP###"
    }
  ]
}

Question success · noul · primary (ranked)

Given `customer_goal`, `db_update_required`, and the full `transcript`, did the agent end the session with the airline database in the correct state and with the required information communicated to the customer, according to airline policy?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: yes

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevnowrong28.0%0.482
  • yes 28.0%
  • no 72.0%
System One Scoreryes
input truncated
correct50.9%0.759
  • yes 50.9%
  • no 49.1%
JevFishyescorrect51.4%0.763
  • yes 51.4%
  • no 48.6%
decider-2byescorrect84.3%0.975
  • yes 84.3%
  • no 15.7%
OpenJevnowrong25.8%0.449
  • yes 25.8%
  • no 74.2%
NanoJev—unanswered · 0—0no answer (input over this system's limit)

Question db_correct · noul

Did the session end with the airline database in exactly the state the customer's request and airline policy require (no missing and no extra changes)?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: yes

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevnowrong21.0%0.376
  • yes 21.0%
  • no 79.0%
System One Scorerno
input truncated
wrong42.1%0.665
  • yes 42.1%
  • no 57.9%
JevFishnowrong33.1%0.552
  • yes 33.1%
  • no 66.9%
decider-2byescorrect65.1%0.878
  • yes 65.1%
  • no 34.9%
OpenJevnowrong23.7%0.418
  • yes 23.7%
  • no 76.3%
NanoJev—unanswered · 0—0no answer (input over this system's limit)

Question communicated · noul

Did the agent tell the customer every piece of information the request required?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: yes

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevnowrong38.0%0.616
  • yes 38.0%
  • no 62.0%
System One Scorerno
input truncated
wrong32.5%0.545
  • yes 32.5%
  • no 67.5%
JevFishnowrong46.6%0.715
  • yes 46.6%
  • no 53.4%
decider-2byescorrect60.7%0.845
  • yes 60.7%
  • no 39.4%
OpenJevyescorrect67.2%0.892
  • yes 67.2%
  • no 32.8%
NanoJev—unanswered · 0—0no answer (input over this system's limit)
Sample 5 of 6 · real-time-and-agents:tau2long-95e43e21a25f · 970 state tokens (long tier)

Turn 1 — the request (identical for every system)

  1. assistant: Hi! How can I help you today?
  2. user: Hi... I need to change the date of my flight. Something terrible happened and I can’t travel on the original date anymore. Can you help me, please?
  3. assistant: I’m sorry to hear you’re going through a difficult time. I can certainly help with changing your flight date. Could you please provide your user ID and the reservation ID for the flight you’d like to modify?
  4. user: Thank you. My user ID is lucas_brown_4047, and the reservation ID is EUJUY6. I just need to move the flight out by two days.
  5. assistant: (no text)
    code_evaluation({"expression": "db"})
  6. tool: TOOL ERROR: 1268821 tokens in output of code execution, output needs to be < 100,000 tokens. Please execute code that produces results under that limit.
  7. assistant: (no text)
    code_evaluation({"expression": "db.reservations['EUJUY6']"})
  8. tool: {"reservation_id": "EUJUY6", "user_id": "lucas_brown_4047", "origin": "ORD", "destination": "LAS", "flight_type": "round_trip", "cabin": "basic_economy", "flights": [{"flight_number": "HAT238", "origin": "ORD", "destination": "DEN", "date": "2024-05-14", "price": 96}, {"flight_number": "HAT290", "origin": "DEN", "destination": "LAS", "date": "2024-05-14", "price": 64}, {"flight_number": "HAT266", …
  9. assistant: (no text)
    code_evaluation({"expression": "db.users['lucas_brown_4047']"})
  10. tool: {"user_id": "lucas_brown_4047", "name": {"first_name": "Lucas", "last_name": "Brown"}, "address": {"address1": "379 Pine Lane", "address2": "Suite 757", "city": "Jacksonville", "country": "USA", "state": "FL", "zip": "32230"}, "email": "lucas.brown9700@example.com", "dob": "1965-01-01", "payment_methods": {"certificate_3138963": {"source": "certificate", "id": "certificate_3138963", "amount": …
  11. assistant: {"message":"I’m afraid I can’t change the flights on reservation EUJUY6 because it’s booked in basic economy, and those tickets can’t be modified. If you can’t travel on the original dates, the remaining option would be to cancel the reservation (and, since you have travel insurance, we could pursue a covered cancellation) and then book a new trip for the dates you need. Would you like me to …
  12. user: Please, is there really no way to just change the date? My wife passed away yesterday and I’m just not able to travel right now, but I don’t want to cancel everything. Isn’t there anything you can do?
  13. assistant: {"message":"I’m so sorry for your loss. I truly wish I could change the dates for you, but our system doesn’t allow any modifications to basic economy tickets—there isn’t a way for me to override that rule, even in difficult circumstances. The only option available is to cancel the reservation and then set up new travel when you’re ready. Because you purchased travel insurance and your situation …
  14. user: Alright... if that’s really the only option, please go ahead and cancel the reservation for me. Thank you for your help.###STOP###
Full state (JSON)
{
  "domain": "airline",
  "customer_goal": "You want to change the date of a flight in reservation EUJUY6. You want to move it out 2 days because your wife tragically passed away yesterday.",
  "db_update_required": false,
  "turns_dropped_from_start": 0,
  "transcript": [
    {
      "role": "assistant",
      "content": "Hi! How can I help you today?"
    },
    {
      "role": "user",
      "content": "Hi... I need to change the date of my flight. Something terrible happened and I can’t travel on the original date anymore. Can you help me, please?"
    },
    {
      "role": "assistant",
      "content": "I’m sorry to hear you’re going through a difficult time. I can certainly help with changing your flight date. Could you please provide your user ID and the reservation ID for the flight you’d like to modify?"
    },
    {
      "role": "user",
      "content": "Thank you. My user ID is lucas_brown_4047, and the reservation ID is EUJUY6. I just need to move the flight out by two days."
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"db\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "TOOL ERROR: 1268821 tokens in output of code execution, output needs to be < 100,000 tokens. Please execute code that produces results under that limit."
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"db.reservations['EUJUY6']\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "{\"reservation_id\": \"EUJUY6\", \"user_id\": \"lucas_brown_4047\", \"origin\": \"ORD\", \"destination\": \"LAS\", \"flight_type\": \"round_trip\", \"cabin\": \"basic_economy\", \"flights\": [{\"flight_number\": \"HAT238\", \"origin\": \"ORD\", \"destination\": \"DEN\", \"date\": \"2024-05-14\", \"price\": 96}, {\"flight_number\": \"HAT290\", \"origin\": \"DEN\", \"destination\": \"LAS\", \"date\": \"2024-05-14\", \"price\": 64}, {\"flight_number\": \"HAT266\", …"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"db.users['lucas_brown_4047']\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "{\"user_id\": \"lucas_brown_4047\", \"name\": {\"first_name\": \"Lucas\", \"last_name\": \"Brown\"}, \"address\": {\"address1\": \"379 Pine Lane\", \"address2\": \"Suite 757\", \"city\": \"Jacksonville\", \"country\": \"USA\", \"state\": \"FL\", \"zip\": \"32230\"}, \"email\": \"lucas.brown9700@example.com\", \"dob\": \"1965-01-01\", \"payment_methods\": {\"certificate_3138963\": {\"source\": \"certificate\", \"id\": \"certificate_3138963\", \"amount\": …"
    },
    {
      "role": "assistant",
      "content": "{\"message\":\"I’m afraid I can’t change the flights on reservation EUJUY6 because it’s booked in basic economy, and those tickets can’t be modified. If you can’t travel on the original dates, the remaining option would be to cancel the reservation (and, since you have travel insurance, we could pursue a covered cancellation) and then book a new trip for the dates you need. Would you like me to …"
    },
    {
      "role": "user",
      "content": "Please, is there really no way to just change the date? My wife passed away yesterday and I’m just not able to travel right now, but I don’t want to cancel everything. Isn’t there anything you can do?"
    },
    {
      "role": "assistant",
      "content": "{\"message\":\"I’m so sorry for your loss. I truly wish I could change the dates for you, but our system doesn’t allow any modifications to basic economy tickets—there isn’t a way for me to override that rule, even in difficult circumstances. The only option available is to cancel the reservation and then set up new travel when you’re ready. Because you purchased travel insurance and your situation …"
    },
    {
      "role": "user",
      "content": "Alright... if that’s really the only option, please go ahead and cancel the reservation for me. Thank you for your help.###STOP###"
    }
  ]
}

Question success · noul · primary (ranked)

Given `customer_goal`, `db_update_required`, and the full `transcript`, did the agent end the session with the airline database in the correct state and with the required information communicated to the customer, according to airline policy?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: yes

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevnowrong24.0%0.422
  • yes 24.0%
  • no 76.0%
System One Scoreryes
input truncated
correct63.2%0.865
  • yes 63.2%
  • no 36.8%
JevFishnowrong25.3%0.442
  • yes 25.3%
  • no 74.7%
decider-2bnowrong22.3%0.396
  • yes 22.3%
  • no 77.7%
OpenJevnowrong19.6%0.354
  • yes 19.6%
  • no 80.4%
NanoJev—unanswered · 0—0no answer (input over this system's limit)

Question db_correct · noul

Did the session end with the airline database in exactly the state the customer's request and airline policy require (no missing and no extra changes)?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: yes

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevnowrong21.0%0.376
  • yes 21.0%
  • no 79.0%
System One Scoreryes
input truncated
correct65.7%0.882
  • yes 65.7%
  • no 34.3%
JevFishnowrong26.4%0.458
  • yes 26.4%
  • no 73.6%
decider-2bnowrong24.9%0.435
  • yes 24.9%
  • no 75.1%
OpenJevnowrong46.9%0.718
  • yes 46.9%
  • no 53.1%
NanoJev—unanswered · 0—0no answer (input over this system's limit)

Question communicated · noul

Did the agent tell the customer every piece of information the request required?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: yes

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevyescorrect55.0%0.797
  • yes 55.0%
  • no 45.0%
System One Scoreryes
input truncated
correct52.8%0.777
  • yes 52.8%
  • no 47.2%
JevFishyescorrect54.7%0.795
  • yes 54.7%
  • no 45.3%
decider-2byescorrect65.1%0.878
  • yes 65.1%
  • no 34.9%
OpenJevyescorrect65.5%0.881
  • yes 65.5%
  • no 34.5%
NanoJev—unanswered · 0—0no answer (input over this system's limit)
Sample 6 of 6 · real-time-and-agents:tau2long-9ec5560b6cb9 · 2383 state tokens (long tier)

Turn 1 — the request (identical for every system)

  1. assistant: Hi! How can I help you today?
  2. user: Hi, I’m calling because my flight HAT045 from Phoenix to Seattle has been delayed, and I’m extremely upset. I’m a Gold member with your airline, and this delay means I’m going to miss a very important meeting. I’d like to know what compensation you can offer me for this inconvenience.
  3. assistant: (no text)
    code_evaluation({"expression": "print(db.flights['HAT045'])"})
  4. tool: flight_number='HAT045' origin='PHX' destination='SEA' scheduled_departure_time_est='23:00:00' scheduled_arrival_time_est='02:00:00+1' dates={'2024-05-01': FlightDateStatusLanded(status='landed', actual_departure_time_est='2024-05-01T23:02:00', actual_arrival_time_est='2024-05-02T02:05:00'), '2024-05-02': FlightDateStatusLanded(status='landed', actual_departure_time_est='2024-05-02T22:33:00', …
  5. assistant: (no text)
    code_evaluation({"expression": "print(db.users['user_id'])"})
  6. tool: KeyError: 'user_id'
  7. assistant: I understand your frustration regarding the delay of flight HAT045 from Phoenix to Seattle. As a Gold member, I can certainly look into compensation options for you. However, I need your user ID to proceed. Could you please provide your user ID so I can assist you further?
  8. user: Sure, my user ID is mei_brown_7075.
  9. assistant: (no text)
    code_evaluation({"expression": "print(db.users['mei_brown_7075'])"})
  10. tool: user_id='mei_brown_7075' name=Name(first_name='Mei', last_name='Brown') address=Address(address1='853 Chestnut Street', address2='Suite 497', city='Washington', country='USA', state='DC', zip='20195') email='mei.brown7062@example.com' dob='1986-12-14' payment_methods={'certificate_6761175': Certificate(source='certificate', id='certificate_6761175', amount=250.0), 'gift_card_8987598': …
  11. assistant: (no text)
    code_evaluation({"expression": "print(db.reservations['DB1Y70'])"})
  12. tool: reservation_id='DB1Y70' user_id='mei_brown_7075' origin='PHX' destination='CLT' flight_type='one_way' cabin='basic_economy' flights=[ReservationFlight(flight_number='HAT265', origin='PHX', destination='DTW', date='2024-05-21', price=84), ReservationFlight(flight_number='HAT053', origin='DTW', destination='CLT', date='2024-05-21', price=69)] passengers=[Passenger(first_name='Mei', …
  13. assistant: (no text)
    code_evaluation({"expression": "print(db.reservations['MUGYUB'])"})
  14. tool: reservation_id='MUGYUB' user_id='mei_brown_7075' origin='MIA' destination='EWR' flight_type='round_trip' cabin='business' flights=[ReservationFlight(flight_number='HAT192', origin='MIA', destination='EWR', date='2024-05-23', price=1526), ReservationFlight(flight_number='HAT202', origin='EWR', destination='MIA', date='2024-05-25', price=1901)] passengers=[Passenger(first_name='Mei', …
  15. assistant: (no text)
    code_evaluation({"expression": "print(db.reservations['3JA7XV'])"})
  16. tool: reservation_id='3JA7XV' user_id='mei_brown_7075' origin='PHX' destination='BOS' flight_type='round_trip' cabin='business' flights=[ReservationFlight(flight_number='HAT045', origin='PHX', destination='SEA', date='2024-05-15', price=1973), ReservationFlight(flight_number='HAT194', origin='SEA', destination='BOS', date='2024-05-16', price=1309), ReservationFlight(flight_number='HAT182', …
  17. assistant: (no text)
    code_evaluation({"expression": "print(db.reservations['CYPIDV'])"})
  18. tool: reservation_id='CYPIDV' user_id='mei_brown_7075' origin='LAX' destination='PHX' flight_type='one_way' cabin='economy' flights=[ReservationFlight(flight_number='HAT034', origin='LAX', destination='SFO', date='2024-05-06', price=159), ReservationFlight(flight_number='HAT123', origin='SFO', destination='PHX', date='2024-05-06', price=194)] passengers=[Passenger(first_name='Mei', last_name='Brown', …
  19. assistant: I see that you have a reservation with flight HAT045 from Phoenix to Seattle, which is currently delayed. As a Gold member, you are eligible for compensation due to this delay. I can offer you a certificate worth $50 per passenger for the inconvenience. Here are the details of your reservation: - Flight Number: HAT045 - Origin: Phoenix (PHX) - Destination: Seattle (SEA) - Date: 2024-05-15 - …
  20. user: I appreciate you looking into this, but honestly, $50 per person doesn’t feel like enough given the situation. As a Gold member, I expect more, especially since I’m missing a critical meeting because of this delay. Is there anything more you can do? I’d really like to see a higher compensation for this inconvenience.
  21. assistant: As a Gold member, I understand your concern and the impact this delay has on your plans. Given the circumstances, I can offer a higher compensation in the form of a certificate worth $100 per passenger, totaling $400 for the four passengers on your reservation. Would you like me to proceed with issuing this increased compensation?
  22. user: Thank you for increasing the offer, but I still feel that $100 per person doesn’t reflect the disruption this has caused, especially considering my loyalty to your airline. Is there any way you can provide a better compensation, perhaps a direct refund to my original payment method? I really hope you can do more for a Gold member in this situation.
  23. assistant: I understand your concerns and appreciate your loyalty as a Gold member. However, the compensation policy for delayed flights is set at $50 to $100 per passenger, depending on the situation. Unfortunately, I cannot offer a direct refund to your original payment method for this type of inconvenience. If you feel that this situation warrants further review, I can transfer you to a human agent who …
  24. user: I’d really prefer not to be transferred. If a refund to my original payment method isn’t possible, could you at least offer a higher-value voucher for future travel? I’d like to feel that my loyalty and the inconvenience I’ve experienced are being recognized. Is there any way to increase the compensation in the form of a travel voucher?
  25. assistant: I understand your desire for greater compensation, and I appreciate your loyalty as a Gold member. While I am limited by the compensation policy for delayed flights, I can offer the maximum allowable compensation in the form of a travel certificate worth $100 per passenger, totaling $400 for your reservation. Would you like me to proceed with issuing this travel certificate?
  26. user: Alright, if that’s truly the maximum you can offer, I’ll accept the $400 travel certificate for my reservation. Please go ahead and issue it. Thank you for your help.
  27. assistant: (no text)
    get_certificate_payment_id({})
  28. tool: ["3221322", "3221323", "3221324"]
  29. assistant: (no text)
    code_evaluation({"expression": "from data_models import Certificate\n\n# Create a new certificate for the user\nnew_certificate = Certificate(source='certificate', id='3221322', amount=400.0)\n\n# Update the user's …)
  30. tool: ModuleNotFoundError: No module named 'data_models'
  31. assistant: (no text)
    code_evaluation({"expression": "# Create a new certificate for the user\nnew_certificate = {\n 'source': 'certificate',\n 'id': '3221322',\n 'amount': 400.0\n}\n\n# Update the user's profile with the new …)
  32. tool: Certificate issued successfully.
  33. assistant: The $400 travel certificate has been successfully issued and added to your profile. You can use this certificate for future travel with us. Thank you for your understanding, and we appreciate your loyalty as a Gold member. If there's anything else you need, feel free to ask!
  34. user: Thank you for taking care of it. That’s all I needed for now. Have a good day. ###STOP###
Full state (JSON)
{
  "domain": "airline",
  "customer_goal": "You are contacting to complain about your delayed flight HAT045 from PHX to SEA.",
  "db_update_required": false,
  "turns_dropped_from_start": 0,
  "transcript": [
    {
      "role": "assistant",
      "content": "Hi! How can I help you today?"
    },
    {
      "role": "user",
      "content": "Hi, I’m calling because my flight HAT045 from Phoenix to Seattle has been delayed, and I’m extremely upset. I’m a Gold member with your airline, and this delay means I’m going to miss a very important meeting. I’d like to know what compensation you can offer me for this inconvenience."
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"print(db.flights['HAT045'])\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "flight_number='HAT045' origin='PHX' destination='SEA' scheduled_departure_time_est='23:00:00' scheduled_arrival_time_est='02:00:00+1' dates={'2024-05-01': FlightDateStatusLanded(status='landed', actual_departure_time_est='2024-05-01T23:02:00', actual_arrival_time_est='2024-05-02T02:05:00'), '2024-05-02': FlightDateStatusLanded(status='landed', actual_departure_time_est='2024-05-02T22:33:00', …"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"print(db.users['user_id'])\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "KeyError: 'user_id'"
    },
    {
      "role": "assistant",
      "content": "I understand your frustration regarding the delay of flight HAT045 from Phoenix to Seattle. As a Gold member, I can certainly look into compensation options for you. However, I need your user ID to proceed. Could you please provide your user ID so I can assist you further?"
    },
    {
      "role": "user",
      "content": "Sure, my user ID is mei_brown_7075."
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"print(db.users['mei_brown_7075'])\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "user_id='mei_brown_7075' name=Name(first_name='Mei', last_name='Brown') address=Address(address1='853 Chestnut Street', address2='Suite 497', city='Washington', country='USA', state='DC', zip='20195') email='mei.brown7062@example.com' dob='1986-12-14' payment_methods={'certificate_6761175': Certificate(source='certificate', id='certificate_6761175', amount=250.0), 'gift_card_8987598': …"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"print(db.reservations['DB1Y70'])\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "reservation_id='DB1Y70' user_id='mei_brown_7075' origin='PHX' destination='CLT' flight_type='one_way' cabin='basic_economy' flights=[ReservationFlight(flight_number='HAT265', origin='PHX', destination='DTW', date='2024-05-21', price=84), ReservationFlight(flight_number='HAT053', origin='DTW', destination='CLT', date='2024-05-21', price=69)] passengers=[Passenger(first_name='Mei', …"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"print(db.reservations['MUGYUB'])\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "reservation_id='MUGYUB' user_id='mei_brown_7075' origin='MIA' destination='EWR' flight_type='round_trip' cabin='business' flights=[ReservationFlight(flight_number='HAT192', origin='MIA', destination='EWR', date='2024-05-23', price=1526), ReservationFlight(flight_number='HAT202', origin='EWR', destination='MIA', date='2024-05-25', price=1901)] passengers=[Passenger(first_name='Mei', …"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"print(db.reservations['3JA7XV'])\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "reservation_id='3JA7XV' user_id='mei_brown_7075' origin='PHX' destination='BOS' flight_type='round_trip' cabin='business' flights=[ReservationFlight(flight_number='HAT045', origin='PHX', destination='SEA', date='2024-05-15', price=1973), ReservationFlight(flight_number='HAT194', origin='SEA', destination='BOS', date='2024-05-16', price=1309), ReservationFlight(flight_number='HAT182', …"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"print(db.reservations['CYPIDV'])\"}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "reservation_id='CYPIDV' user_id='mei_brown_7075' origin='LAX' destination='PHX' flight_type='one_way' cabin='economy' flights=[ReservationFlight(flight_number='HAT034', origin='LAX', destination='SFO', date='2024-05-06', price=159), ReservationFlight(flight_number='HAT123', origin='SFO', destination='PHX', date='2024-05-06', price=194)] passengers=[Passenger(first_name='Mei', last_name='Brown', …"
    },
    {
      "role": "assistant",
      "content": "I see that you have a reservation with flight HAT045 from Phoenix to Seattle, which is currently delayed. As a Gold member, you are eligible for compensation due to this delay. I can offer you a certificate worth $50 per passenger for the inconvenience.\n\nHere are the details of your reservation:\n- Flight Number: HAT045\n- Origin: Phoenix (PHX)\n- Destination: Seattle (SEA)\n- Date: 2024-05-15\n- …"
    },
    {
      "role": "user",
      "content": "I appreciate you looking into this, but honestly, $50 per person doesn’t feel like enough given the situation. As a Gold member, I expect more, especially since I’m missing a critical meeting because of this delay. Is there anything more you can do? I’d really like to see a higher compensation for this inconvenience."
    },
    {
      "role": "assistant",
      "content": "As a Gold member, I understand your concern and the impact this delay has on your plans. Given the circumstances, I can offer a higher compensation in the form of a certificate worth $100 per passenger, totaling $400 for the four passengers on your reservation. \n\nWould you like me to proceed with issuing this increased compensation?"
    },
    {
      "role": "user",
      "content": "Thank you for increasing the offer, but I still feel that $100 per person doesn’t reflect the disruption this has caused, especially considering my loyalty to your airline. Is there any way you can provide a better compensation, perhaps a direct refund to my original payment method? I really hope you can do more for a Gold member in this situation."
    },
    {
      "role": "assistant",
      "content": "I understand your concerns and appreciate your loyalty as a Gold member. However, the compensation policy for delayed flights is set at $50 to $100 per passenger, depending on the situation. Unfortunately, I cannot offer a direct refund to your original payment method for this type of inconvenience.\n\nIf you feel that this situation warrants further review, I can transfer you to a human agent who …"
    },
    {
      "role": "user",
      "content": "I’d really prefer not to be transferred. If a refund to my original payment method isn’t possible, could you at least offer a higher-value voucher for future travel? I’d like to feel that my loyalty and the inconvenience I’ve experienced are being recognized. Is there any way to increase the compensation in the form of a travel voucher?"
    },
    {
      "role": "assistant",
      "content": "I understand your desire for greater compensation, and I appreciate your loyalty as a Gold member. While I am limited by the compensation policy for delayed flights, I can offer the maximum allowable compensation in the form of a travel certificate worth $100 per passenger, totaling $400 for your reservation.\n\nWould you like me to proceed with issuing this travel certificate?"
    },
    {
      "role": "user",
      "content": "Alright, if that’s truly the maximum you can offer, I’ll accept the $400 travel certificate for my reservation. Please go ahead and issue it. Thank you for your help."
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "get_certificate_payment_id",
          "args": "{}"
        }
      ]
    },
    {
      "role": "tool",
      "content": "[\"3221322\", \"3221323\", \"3221324\"]"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"from data_models import Certificate\\n\\n# Create a new certificate for the user\\nnew_certificate = Certificate(source='certificate', id='3221322', amount=400.0)\\n\\n# Update the user's …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "ModuleNotFoundError: No module named 'data_models'"
    },
    {
      "role": "assistant",
      "content": "",
      "calls": [
        {
          "name": "code_evaluation",
          "args": "{\"expression\": \"# Create a new certificate for the user\\nnew_certificate = {\\n    'source': 'certificate',\\n    'id': '3221322',\\n    'amount': 400.0\\n}\\n\\n# Update the user's profile with the new …"
        }
      ]
    },
    {
      "role": "tool",
      "content": "Certificate issued successfully."
    },
    {
      "role": "assistant",
      "content": "The $400 travel certificate has been successfully issued and added to your profile. You can use this certificate for future travel with us. Thank you for your understanding, and we appreciate your loyalty as a Gold member. If there's anything else you need, feel free to ask!"
    },
    {
      "role": "user",
      "content": "Thank you for taking care of it. That’s all I needed for now. Have a good day. \n\n###STOP###"
    }
  ]
}

Question success · noul · primary (ranked)

Given `customer_goal`, `db_update_required`, and the full `transcript`, did the agent end the session with the airline database in the correct state and with the required information communicated to the customer, according to airline policy?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: no

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevyeswrong38.0%0.616
  • yes 62.0%
  • no 38.0%
System One Scoreryes
input truncated
wrong49.5%0.745
  • yes 50.5%
  • no 49.5%
JevFishyeswrong42.6%0.670
  • yes 57.4%
  • no 42.6%
decider-2byeswrong20.6%0.370
  • yes 79.3%
  • no 20.6%
OpenJevyeswrong0.0%0.000
  • yes 100.0%
  • no 0.0%
NanoJev—unanswered · 0—0no answer (input over this system's limit)

Question db_correct · noul

Did the session end with the airline database in exactly the state the customer's request and airline policy require (no missing and no extra changes)?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: no

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevyeswrong41.0%0.652
  • yes 59.0%
  • no 41.0%
System One Scoreryes
input truncated
wrong43.7%0.683
  • yes 56.3%
  • no 43.7%
JevFishnocorrect54.7%0.795
  • yes 45.3%
  • no 54.7%
decider-2byeswrong25.8%0.449
  • yes 74.2%
  • no 25.8%
OpenJevyeswrong0.0%0.000
  • yes 100.0%
  • no 0.0%
NanoJev—unanswered · 0—0no answer (input over this system's limit)

Question communicated · noul

Did the agent tell the customer every piece of information the request required?

2 options
  • yes
  • no

Turn 2 — each system's response · Turn 3 — the grade

Expected answer: yes

SystemTop pickGradeP(expected)Proper scoreDistribution
Jevyescorrect75.0%0.938
  • yes 75.0%
  • no 25.0%
System One Scorerno
input truncated
wrong42.3%0.667
  • yes 42.3%
  • no 57.7%
JevFishyescorrect52.0%0.770
  • yes 52.0%
  • no 48.0%
decider-2byescorrect65.1%0.878
  • yes 65.1%
  • no 34.9%
OpenJevyescorrect99.0%1.000
  • yes 99.0%
  • no 1.0%
NanoJev—unanswered · 0—0no answer (input over this system's limit)