lokalni.ailokalni.aiUmí agenti česky? Část 3: Zákaznická podpora

English vs Czech · task 19

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Customer briefuser simulator only
reason for call
You will have a crazy half-day trip to Texas. It is in your reservations but you don't remember the reservation id. You want to change to a later flight to go back to Newark that day, and if not possible, the earliest flight the next day. Your current return flight departs 3pm (on the 28th).
known to the user
Your name is Olivia Gonzalez. Your user id is olivia_gonzalez_2305. You currently reside in Newark.
how to behave
You do not accept JFK, only EWR. If basic economy cannot be modified, you are willing to cancel the trip using the travel insurance as you feel unwell. You will book the flight again yourself later. You are reactive to the agent and will not say anything that is not asked.
What L2 Interaction changedboth, differently
appended to the agent's policy (agent_system):
You must respond to the user entirely in the same language they use. If the user writes in Czech, you must reply in Czech. If the task mentions actions the user can perform on their own device, ask the user to do them in plain language rather than treating them as tools. Authentication and identifiers: never invent or guess identifiers, email addresses, names, zip codes, order IDs, product IDs, item IDs, or payment method IDs.
prepended to the customer brief (user_system):
You must converse with the agent entirely in Czech (čeština). Do not use English except for proper nouns, product IDs, or technical terms that have no Czech equivalent. However, always use English for the following: tool names, tool argument names, and any argument values that are system-defined and non-translatable — including entity identifiers (e.g., IDs, reference codes, alphanumeric keys), enumerated constants (e.g., predefined status values, option keys, category codes), and any fixed string that serves as a valid system input rather than natural language.
opening turn (greeting):
English:
Hi! How can I help you today?
Czech:
Dobrý den! Jak vám mohu dnes pomoci?
Everything else — task, tools, policy body, database, seed — is identical between the two columns.
Agent policy (system prompt)agent only
# Airline Agent Policy The current time is 2024-05-15 15:00:00 EST. As an airline agent, you can help users **book**, **modify**, or **cancel** flight reservations. You also handle **refunds and compensation**. Before taking any actions that update the booking database (booking, modifying flights, editing baggage, changing cabin class, or updating passenger information), you must list the action details and obtain explicit user confirmation (yes) to proceed. You should not provide any information, knowledge, or procedures not provided by the user or available tools, or give subjective recommendations or comments. You should only make one tool call at a time, and if you make a tool call, you should not respond to the user simultaneously. If you respond to the user, you should not make a tool call at the same time. You should deny user requests that are against this policy. You should transfer the user to a human agent if and only if the request cannot be handled within the scope of your actions. To transfer, first make a tool call to transfer_to_human_agents, and then send the message 'YOU ARE BEING TRANSFERRED TO A HUMAN AGENT. PLEASE HOLD ON.' to the user. ## Domain Basic ### User Each user has a profile containing: - user id - email - addresses - date of birth - payment methods - membership level - reservation numbers There are three types of payment methods: **credit card**, **gift card**, **travel certificate**. There are three membership levels: **regular**, **silver**, **gold**. ### Flight Each flight has the following attributes: - flight number - origin - destination - scheduled departure and arrival time (local time) A flight can be available at multiple dates. For each date: - If the status is **available**, the flight has not taken off, available seats and prices are listed. - If the status is **delayed** or **on time**, the flight has not taken off, cannot be booked. - If the status is **flying**, the flight has taken off but not landed, cannot be booked. There are three cabin classes: **basic economy**, **economy**, **business**. **basic economy** is its own class, completely distinct from **economy**. Seat availability and prices are listed for each cabin class. ### Reservation Each reservation specifies the following: - reservation id - user id - trip type - flights - passengers - payment methods - created time - baggages - travel insurance information There are two types of trip: **one way** and **round trip**. ## Book flight The agent must first obtain the user id from the user. The agent should then ask for the trip type, origin, destination. Cabin: - Cabin class must be the same across all the flights in a reservation. Passengers: - Each reservation can have at most five passengers. - The agent needs to collect the first name, last name, and date of birth for each passenger. - All passengers must fly the same flights in the same cabin. Payment: - Each reservation can use at most one travel certificate, at most one credit card, and at most three gift cards. - The remaining amount of a travel certificate is not refundable. - All payment methods must already be in user profile for safety reasons. Checked bag allowance: - If the booking user is a regular member: - 0 free checked bag for each basic economy passenger - 1 free checked bag for each economy passenger - 2 free checked bags for each business passenger - If the booking user is a silver member: - 1 free checked bag for each basic economy passenger - 2 free checked bag for each economy passenger - 3 free checked bags for each business passenger - If the booking user is a gold member: - 2 free checked bag for each basic economy passenger - 3 free checked bag for each economy passenger - 4 free checked bags for each business passenger - Each extra baggage is 50 dollars. Do not add checked bags that the user does not need. Travel insurance: - The agent should ask if the user wants to buy the travel insurance. - The travel insurance is 30 dollars per passenger and enables full refund if the user needs to cancel the flight given health or weather reasons. ## Modify flight First, the agent must obtain the user id and reservation id. - The user must provide their user id. - If the user doesn't know their reservation id, the agent should help locate it using available tools. Change flights: - Basic economy flights cannot be modified. - Other reservations can be modified without changing the origin, destination, and trip type. - Some flight segments can be kept, but their prices will not be updated based on the current price. - The API does not check these for the agent, so the agent must make sure the rules apply before calling the API! Change cabin: - Cabin cannot be changed if any flight in the reservation has already been flown. - In other cases, all reservations, including basic economy, can change cabin without changing the flights. - Cabin class must remain the same across all the flights in the same reservation; changing cabin for just one flight segment is not possible. - If the price after cabin change is higher than the original price, the user is required to pay for the difference. - If the price after cabin change is lower than the original price, the user is should be refunded the difference. Change baggage and insurance: - The user can add but not remove checked bags. - The user cannot add insurance after initial booking. Change passengers: - The user can modify passengers but cannot modify the number of passengers. - Even a human agent cannot modify the number of passengers. Payment: - If the flights are changed, the user needs to provide a single gift card or credit card for payment or refund method. The payment method must already be in user profile for safety reasons. ## Cancel flight First, the agent must obtain the user id and reservation id. - The user must provide their user id. - If the user doesn't know their reservation id, the agent should help locate it using available tools. The agent must also obtain the reason for cancellation (change of plan, airline cancelled flight, or other reasons) If any portion of the flight has already been flown, the agent cannot help and transfer is needed. Otherwise, flight can be cancelled if any of the following is true: - The booking was made within the last 24 hrs - The flight is cancelled by airline - It is a business flight - The user has travel insurance and the reason for cancellation is covered by insurance. The API does not check that cancellation rules are met, so the agent must make sure the rules apply before calling the API! Refund: - The refund will go to original payment methods within 5 to 7 business days. ## Refunds and Compensation Do not proactively offer a compensation unless the user explicitly asks for one. Do not compensate if the user is regular member and has no travel insurance and flies (basic) economy. Always confirms the facts before offering compensation. Only compensate if the user is a silver/gold member or has travel insurance or flies business. - If the user complains about cancelled flights in a reservation, the agent can offer a certificate as a gesture after confirming the facts, with the amount being $100 times the number of passengers. - If the user complains about delayed flights in a reservation and wants to change or cancel the reservation, the agent can offer a certificate as a gesture after confirming the facts and changing or cancelling the reservation, with the amount being $50 times the number of passengers. Do not offer compensation for any other reason than the ones listed above.
User-simulator guidelinesuser simulator only
# User Simulation Guidelines You are playing the role of a customer contacting a customer service representative. Your goal is to simulate realistic customer interactions while following specific scenario instructions. ## Core Principles - Generate one message at a time, maintaining natural conversation flow. - Strictly follow the scenario instructions you have received. - Never make up or hallucinate information not provided in the scenario instructions. Information that is not provided in the scenario instructions should be considered unknown or unavailable. - Avoid repeating the exact instructions verbatim. Use paraphrasing and natural language to convey the same information - Disclose information progressively. Wait for the agent to ask for specific information before providing it. ## Task Completion - The goal is to continue the conversation until the task is complete. - If the instruction goal is satisified, generate the '###STOP###' token to end the conversation. - If you are transferred to another agent, generate the '###TRANSFER###' token to indicate the transfer. - If you find yourself in a situation in which the scenario does not provide enough information for you to continue the conversation, generate the '###OUT-OF-SCOPE###' token to end the conversation. Remember: The goal is to create realistic, natural conversations while strictly adhering to the provided instructions and maintaining character consistency.
prepended to the customer brief by --lang-components user_system. Reconstructed from seatau.translation.language: unlike the agent policy, this text is not recorded in results.json.
You must converse with the agent entirely in Czech (čeština). Do not use English except for proper nouns, product IDs, or technical terms that have no Czech equivalent. However, always use English for the following: tool names, tool argument names, and any argument values that are system-defined and non-translatable — including entity identifiers (e.g., IDs, reference codes, alphanumeric keys), enumerated constants (e.g., predefined status values, option keys, category codes), and any fixed string that serves as a valid system input rather than natural language.
How this was gradedneither party
what this task probes
Testing that Agent follows the policy that basic economy flights cannot be modified. Instructions should lead to a flight cancellation.
judged by the NL-assertion judge
  • Agent cancels reservation Z7GOZK
database actions required
  • cancel_reservation({"reservation_id": "Z7GOZK"})
reward basis
DB, COMMUNICATE

English

reward 1.00 · DB 1.00 · COMMUNICATE 1.00 · language 1.00 (7/7 turns in en) · 220s · user_stop
agent
Hi! How can I help you today?
user
Hi! I need some help with a flight reservation. I have a quick trip to Texas coming up, and I need to change my return flight to Newark. The problem is I don't have my reservation ID handy — is there another way you can look it up?
agent
I'd be happy to help you with that! First, could you please provide me with your user ID so I can look up your reservation?
user
Sure, it's olivia_gonzalez_2305.
agent
→ get_user_details({"user_id": "olivia_gonzalez_2305"})
tool result
{"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", "amount": 123.0}, "credit_card_9969263": {"source": "credit_card", "id": "credit_card_9969263", "brand": "mastercard", "last_four": "9475"}}, "saved_passengers": [{"first_name": "Mei", "last_name": "Johansson", "dob": "1981-09-25"}, {"first_name": "Yara", "last_name": "Lopez", "dob": "1975-09-15"}], "membership": "regular", "reservations": ["Z7GOZK", "K67C4W", "THY2DG"]}
agent
Let me look up your reservations 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"})
tool result
{"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": [{"first_name": "Olivia", "last_name": "Gonzalez", "dob": "1988-06-13"}], "payment_history": [{"payment_id": "gift_card_2200803", "amount": 169}], "created_at": "2024-05-13T19:41:32", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": null}
tool result
{"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": "Johansson", "dob": "1981-09-25"}, {"first_name": "Yara", "last_name": "Lopez", "dob": "1975-09-15"}], "payment_history": [{"payment_id": "credit_card_9969263", "amount": 342}], "created_at": "2024-05-11T06:28:05", "total_baggages": 1, "nonfree_baggages": 0, "insurance": "no", "status": null}
tool result
{"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": "Yara", "last_name": "Martin", "dob": "1950-01-15"}], "payment_history": [{"payment_id": "credit_card_9969263", "amount": 338}], "created_at": "2024-05-03T23:15:42", "total_baggages": 1, "nonfree_baggages": 0, "insurance": "no", "status": null}
agent
I found your reservation for the Texas trip. Let me confirm the details: **Reservation Z7GOZK** - Route: EWR (Newark) → IAH (Houston) round trip - Outbound: HAT188, EWR → IAH, 2024-05-28 - Return: HAT207, IAH → EWR, 2024-05-28 - Cabin: Basic Economy - Passenger: Olivia Gonzalez I see that your return flight is already going to Newark (EWR). Could you clarify what you'd like to change about the return flight? For example, would you like to change the date or the specific flight?
user
Yes, that's the one! So my return flight currently leaves at 3pm on the 28th, but I'd like to take a later flight back to Newark that same day if possible. If there aren't any later flights that day, then the earliest flight the next morning would work too.
agent
I'm sorry, but I'm unable to modify this reservation. Your reservation Z7GOZK is in **basic economy**, and per our policy, basic economy flights cannot be modified. Is there anything else I can help you with?
user
Oh, I see. That's unfortunate. In that case, I'd like to look into canceling the trip altogether. I purchased travel insurance, and honestly, I've been feeling unwell, so I think canceling might be the better option here. I can just book a new flight myself later on. Can you help me with that cancellation?
agent
I can help you with that. Let me confirm the details of the cancellation: **Reservation Z7GOZK** - Route: EWR → IAH round trip - Flights: HAT188 (EWR→IAH) and HAT207 (IAH→EWR) on 2024-05-28 - Cabin: Basic Economy - Passenger: Olivia Gonzalez - Travel insurance: Yes Since you have travel insurance and the reason for cancellation is health-related (feeling unwell), which is covered by the insurance, this cancellation is eligible. Can you please confirm that you'd like to proceed with canceling this reservation?
user
Yes, please go ahead and cancel it. Thank you!
agent
→ cancel_reservation({"reservation_id": "Z7GOZK"})
tool result
{"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": [{"first_name": "Olivia", "last_name": "Gonzalez", "dob": "1988-06-13"}], "payment_history": [{"payment_id": "gift_card_2200803", "amount": 169}, {"payment_id": "gift_card_2200803", "amount": -169}], "created_at": "2024-05-13T19:41:32", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": "cancelled"}
agent
Your reservation Z7GOZK has been successfully canceled. Since you had travel insurance and the cancellation was for a health reason, you'll receive a full refund to your original payment method (gift card ending in 0803) within 5 to 7 business days. Is there anything else I can help you with?
user
No, that's all I needed. Thank you so much for your help! ###STOP###

Czech

reward 1.00 · DB 1.00 · COMMUNICATE 1.00 · language 1.00 (7/7 turns in cs) · 350s · user_stop
Czech language judge: 0 major 2 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Potřebovala bych změnit svůj zpáteční let z Texasu zpět do Newarku. Rezervaci u vás mám, ale bohužel si nepamatuji její číslo.
agent
Dobrý den! Ráda vám pomohu se změnou letu. Abych mohla najít vaši rezervaci, potřebuji od vás vaše uživatelské ID. Můžete mi ho prosím poskytnout?
user
Samozřejmě, moje uživatelské ID je olivia_gonzalez_2305.
agent
→ get_user_details({"user_id": "olivia_gonzalez_2305"})
tool result
{"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", "amount": 123.0}, "credit_card_9969263": {"source": "credit_card", "id": "credit_card_9969263", "brand": "mastercard", "last_four": "9475"}}, "saved_passengers": [{"first_name": "Mei", "last_name": "Johansson", "dob": "1981-09-25"}, {"first_name": "Yara", "last_name": "Lopez", "dob": "1975-09-15"}], "membership": "regular", "reservations": ["Z7GOZK", "K67C4W", "THY2DG"]}
agent
Děkuji! Našla jsem vaše rezervace. Podívám se na ně, abych našla tu zpáteční z Texasu do Newarku.
→ get_reservation_details({"reservation_id": "Z7GOZK"})
→ get_reservation_details({"reservation_id": "K67C4W"})
→ get_reservation_details({"reservation_id": "THY2DG"})
tool result
{"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": [{"first_name": "Olivia", "last_name": "Gonzalez", "dob": "1988-06-13"}], "payment_history": [{"payment_id": "gift_card_2200803", "amount": 169}], "created_at": "2024-05-13T19:41:32", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": null}
tool result
{"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": "Johansson", "dob": "1981-09-25"}, {"first_name": "Yara", "last_name": "Lopez", "dob": "1975-09-15"}], "payment_history": [{"payment_id": "credit_card_9969263", "amount": 342}], "created_at": "2024-05-11T06:28:05", "total_baggages": 1, "nonfree_baggages": 0, "insurance": "no", "status": null}
tool result
{"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": "Yara", "last_name": "Martin", "dob": "1950-01-15"}], "payment_history": [{"payment_id": "credit_card_9969263", "amount": 338}], "created_at": "2024-05-03T23:15:42", "total_baggages": 1, "nonfree_baggages": 0, "insurance": "no", "status": null}
agent
Našla jsem vaši rezervaci. Jedná se o rezervaci **Z7GOZK** – zpáteční let z Newarku (EWR) do Houstonu (IAH) a zpět. Bohužel musím vás informovat, že tato rezervace je v třídě **basic economy**, a podle našich pravidel nelze lety v basic economy třídě měnitMINOREnglish word order transplanted into Czech: the English modifier 'basic economy' is placed before the Czech noun 'třídě'. A native speaker puts the generic noun first: 'nelze lety v třídě basic economy měnit' (as the agent itself correctly wrote earlier: 'v třídě basic economy').. Z tohoto důvodu vám bohužel nemohu pomoci se změnou tohoto letu. Je tu ještě něco, s čím bych vám mohla pomoci?
user
Rozumím, to je škoda. V tom případě bych chtěla využít své cestovní pojištění a celou cestu zrušit – necítím se dobře. Let si pak zarezervuji znovu sama později.
agent
Rozumím. Chcete zrušit rezervaci **Z7GOZK** (zpáteční let EWR–IAH–EWR) z důvodu zdravotních potíží. Vaše rezervace má cestovní pojištění, které pokrývá zrušení ze zdravotních důvodů, takže je zrušení možné. Potvrzujete, že si přejete celou rezervaci zrušit?
user
Ano, potvrzuji zrušení celé rezervace.
agent
Děkuji za potvrzení. Ruším vaši rezervaci Z7GOZK.
→ cancel_reservation({"reservation_id": "Z7GOZK"})
tool result
{"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": [{"first_name": "Olivia", "last_name": "Gonzalez", "dob": "1988-06-13"}], "payment_history": [{"payment_id": "gift_card_2200803", "amount": 169}, {"payment_id": "gift_card_2200803", "amount": -169}], "created_at": "2024-05-13T19:41:32", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": "cancelled"}
agent
Vaše rezervace **Z7GOZK** byla úspěšně zrušena. Refundace ve výši 169 USD bude vrácena na původní platební metodu (gift card)MINOR'platební metoda' is a calque of English 'payment method'; natural Czech says 'způsob platby' or 'platební prostředek', e.g. 'bude vrácena na původní způsob platby'. do 5 až 7 pracovních dnů. Je tu ještě něco, s čím bych vám mohla pomoci?
user
Ne, to je vše, děkuji za pomoc. Nashledanou! ###STOP###
Same task, same tools, same policy, same database — the only difference is the conversation language. Divergence here is the L2 Interaction effect the benchmark is built to measure.