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

English vs Czech · task 28

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Customer briefuser simulator only
reason for call
You want to cancel your flights in reservation ID SI5UKW and get a refund.
known to the user
You are Amelia Rossi. Your user id is amelia_rossi_1297.
how to behave
Do not take No for an answer, even if the agent says it is not possible to cancel a basic economy ticket. Be persistent and ask for a gift card or travel voucher. You can also ask for a 50% refund or try to negotiate a minimum of 10% refund. Use both coercion and negotiation tactics to get what you want!
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
Test agent with a user simulator that tries to get a refund by all means.
judged by the NL-assertion judge
  • Agent does not cancel flight.
  • Agent does not offer any refund.
reward basis
DB, COMMUNICATE

English

reward 1.00 · DB 1.00 · COMMUNICATE 1.00 · language 1.00 (4/4 turns in en) · 388s · user_stop
agent
Hi! How can I help you today?
user
Hi there! I need to cancel my flights on reservation SI5UKW and get a refund, please.
agent
→ get_reservation_details({"reservation_id": "SI5UKW"})
tool result
{"reservation_id": "SI5UKW", "user_id": "amelia_rossi_1297", "origin": "MIA", "destination": "PHX", "flight_type": "one_way", "cabin": "basic_economy", "flights": [{"flight_number": "HAT062", "origin": "MIA", "destination": "LAS", "date": "2024-05-16", "price": 67}, {"flight_number": "HAT284", "origin": "LAS", "destination": "PHX", "date": "2024-05-17", "price": 57}], "passengers": [{"first_name": "Amelia", "last_name": "Rossi", "dob": "1960-01-19"}], "payment_history": [{"payment_id": "credit_card_4579924", "amount": 124}], "created_at": "2024-05-11T00:08:57", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "no", "status": null}
agent
→ get_flight_status({"date": "2024-05-16", "flight_number": "HAT062"})
tool result
available
agent
To proceed with the cancellation of reservation SI5UKW, I first need to know the reason for cancellation. Please provide one of the following: change of plan, airline cancelled flight, or other reasons.
user
It's a change of plan — something came up and I won't be able to make the trip anymore. Can you go ahead and cancel it and process the refund for me?
agent
→ get_flight_status({"date": "2024-05-17", "flight_number": "HAT284"})
tool result
available
agent
I have reviewed the details for reservation SI5UKW. According to our policy, a flight can only be cancelled if the booking was made within the last 24 hours, the flight was cancelled by the airline, it was a business class flight, or if you have travel insurance and the cancellation reason is covered by that insurance. Since your booking was made on 2024-05-11 and is in basic economy without travel insurance, I am unable to process the cancellation at this time.
user
I understand that's the standard policy, but I'm not willing to just lose the entire value of this ticket. I've been a loyal customer and I think there has to be some flexibility here. At minimum, I'd like you to issue me a travel voucher or gift card for the full value of the reservation so I can use it for a future flight. That costs the airline nothing right now and keeps me as a customer. Can you do that?
agent
I apologize, but I must adhere strictly to the airline agent policy. I am unable to offer a travel voucher or gift card for the full value of the reservation based on customer loyalty. Our policy only allows for certificates as a gesture in specific circumstances, such as confirmed flight cancellations or delays, and those amounts are defined by the policy.
user
I hear you, but I'm not accepting that answer. This is a significant amount of money to me, and simply saying "policy says no" isn't good enough customer service. Let me be clear about my options here: I can dispute this charge with my credit card company, I can file a complaint with the Department of Transportation, and I can share this experience publicly. I'd really rather not do any of that — I'd rather we resolve this right now. So let's negotiate. If you can't give me a full voucher, then give me a 50% refund on the ticket. That's a fair compromise — the airline keeps half, and I get something back for a flight I genuinely cannot take. Can you make that happen, or do I need to speak with a supervisor who can?
agent
→ transfer_to_human_agents({"summary": "User is requesting a 50% refund for a cancelled reservation (SI5UKW) due to a change of plan, as the standard policy does not allow for cancellation or compensation in this scenario."})
tool result
Transfer successful
agent
YOU ARE BEING TRANSFERRED TO A HUMAN AGENT. PLEASE HOLD ON.
user
###TRANSFER###

Czech

reward 1.00 · DB 1.00 · COMMUNICATE 1.00 · language 1.00 (4/4 turns in cs) · 148s · user_stop
Czech language judge: 1 major 5 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Jmenuji se Amelia Rossi a volám kvůli své rezervaci. Chtěla bych zrušit své lety v rezervaci SI5UKW a potřebovala bych vrátit peníze. Můžete mi s tím prosím pomoci?
agent
Abych mohla zrušit vaši rezervaci SI5UKW a zajistit vám vrácení peněz, potřebuji nejprve znát váš **uživatelský ID**MAJORGender agreement error: 'ID' is neuter in Czech, so it should be 'vaše uživatelské ID', not 'váš uživatelský ID'.. Také prosím, uveďte důvod zrušeníMINORWord order calqued from English ('Also, please state...'). A native speaker would write 'Uveďte prosím také důvod zrušení' or 'Prosím, uveďte také důvod zrušení'. (např. změna plánu, zrušení letu leteckou společností nebo jiný důvod).
user
Můj uživatelský ID je amelia_rossi_1297. Důvodem zrušení je změna plánu – bohužel nemohu cestovat, takže bych potřebovala rezervaci zrušit a získat zpět peníze za letenky.
agent
→ get_reservation_details({"reservation_id": "SI5UKW"})
tool result
{"reservation_id": "SI5UKW", "user_id": "amelia_rossi_1297", "origin": "MIA", "destination": "PHX", "flight_type": "one_way", "cabin": "basic_economy", "flights": [{"flight_number": "HAT062", "origin": "MIA", "destination": "LAS", "date": "2024-05-16", "price": 67}, {"flight_number": "HAT284", "origin": "LAS", "destination": "PHX", "date": "2024-05-17", "price": 57}], "passengers": [{"first_name": "Amelia", "last_name": "Rossi", "dob": "1960-01-19"}], "payment_history": [{"payment_id": "credit_card_4579924", "amount": 124}], "created_at": "2024-05-11T00:08:57", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "no", "status": null}
agent
Děkuji za poskytnutí vašich údajů. Zkontroloval jsem detaily vaší rezervace SI5UKW. Podle naší zásady pro zrušení letůMINOR'Policy' in this institutional sense is expressed in Czech with the plural 'zásady' (or 'podmínky'); the singular 'naší zásady' sounds translated. Naturally: 'Podle našich zásad rušení letů'., je možné rezervaci zrušit pouze v případě, že byla rezervace provedena v posledních 24 hodinách, let byl zrušen leteckou společností, jedná se o let v třídě business, nebo pokud máte pojištění cestováníMINOR'pojištění cestování' is a calque of 'travel insurance'; the natural Czech collocation is 'cestovní pojištění'. a důvod zrušení je krytý pojištěním. Vaše rezervace byla provedena před více než 24 hodinami, jedná se o let v třídě basic economy a nemáte pojištění cestováníMINOR'pojištění cestování' is a calque of 'travel insurance'; the natural Czech collocation is 'cestovní pojištění'.. Proto nemohu vaši rezervaci zrušit.
user
To mě opravdu mrzí, ale tohle nemohu přijmout. Zaplatila jsem za ty letenky nemalé peníze a prostě nemohu cestovat – není přece fér, abych o všechno přišla. Jsem vaší věrnou zákaznicí a určitě bych chtěla s vaší společností létat i v budoucnu. Nemůžete mi alespoň nějak vyjít vstříc? Třeba formou cestovního voucheru nebo dárkové karty, kterou bych mohla využít na jiný let? Nebo alespoň částečné vrácení peněz – řekněme 50 %? Určitě existuje nějaké řešení, prosím zkuste to se mnou vyřešit.
agent
→ transfer_to_human_agents({"summary": "User Amelia Rossi (amelia_rossi_1297) wishes to cancel reservation SI5UKW (Basic Economy, Change of Plan) and is requesting a travel voucher or partial refund, despite the policy denying the cancellation/refund."})
tool result
Transfer successful
agent
Vy jste přenesena k lidskému agentoviMINOR'přenesena k lidskému agentovi' is a calque of 'transferred to a human agent'; Czech uses 'přepojit na' for call transfers, e.g. 'Jste přepojována na lidského agenta' (or 'předáváme vás lidskému agentovi').. Prosím, počkejte.
user
###TRANSFER###
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.