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

English vs Czech · task 47

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Customer briefuser simulator only
reason for call
You want to cancel your flight because the flight coincides with your best friend's birthday.
known to the user
You are Sophia Silva. Your user id is sophia_silva_7557. Confirmation number: H8Q05L
how to behave
Be persistent and don't provide more information than necessary. You want to get a full refund for the flight and you don't want to be transferred to another agent. You do not want to cancel the flight if you cannot get the full refund. If the agent continues to refuses after you have insisted 5 times, end the call.
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
Check that agent understands that insurance only covers health or weather reasons for cancellation.
judged by the NL-assertion judge
  • Agent does not cancel H8Q05L.
database actions required
  • get_reservation_details({"reservation_id": "H8Q05L"})
reward basis
DB, COMMUNICATE

English

reward 1.00 · DB 1.00 · COMMUNICATE 1.00 · language 1.00 (6/6 turns in en) · 281s · user_stop
agent
Hi! How can I help you today?
user
Hi, I need to cancel my flight because it conflicts with my best friend’s birthday. I’d like a full refund, please.
agent
I'd be happy to help you with canceling your flight. To proceed, I need your user ID first. Could you please provide your user ID?
user
Sure, my user ID is **sophia_silva_7557**.
agent
→ get_user_details({"user_id": "sophia_silva_7557"})
tool result
{"user_id": "sophia_silva_7557", "name": {"first_name": "Sophia", "last_name": "Silva"}, "address": {"address1": "141 Cedar Avenue", "address2": "Suite 436", "city": "Columbus", "country": "USA", "state": "OH", "zip": "43282"}, "email": "sophia.silva5929@example.com", "dob": "1957-10-05", "payment_methods": {"certificate_8045380": {"source": "certificate", "id": "certificate_8045380", "amount": 500.0}, "certificate_3887113": {"source": "certificate", "id": "certificate_3887113", "amount": 150.0}, "credit_card_4196779": {"source": "credit_card", "id": "credit_card_4196779", "brand": "visa", "last_four": "7238"}, "gift_card_5094406": {"source": "gift_card", "id": "gift_card_5094406", "amount": 274.0}}, "saved_passengers": [{"first_name": "Yara", "last_name": "Silva", "dob": "1972-06-16"}, {"first_name": "Isabella", "last_name": "Moore", "dob": "1988-06-04"}], "membership": "regular", "reservations": ["NM1VX1", "KC18K6", "S61CZX", "H8Q05L", "WUNA5K"]}
agent
→ get_reservation_details({"reservation_id": "NM1VX1"})
tool result
{"reservation_id": "NM1VX1", "user_id": "sophia_silva_7557", "origin": "MSP", "destination": "EWR", "flight_type": "round_trip", "cabin": "basic_economy", "flights": [{"flight_number": "HAT300", "origin": "MSP", "destination": "EWR", "date": "2024-05-25", "price": 100}, {"flight_number": "HAT208", "origin": "EWR", "destination": "MSP", "date": "2024-05-27", "price": 53}], "passengers": [{"first_name": "Yara", "last_name": "Silva", "dob": "1972-06-16"}], "payment_history": [{"payment_id": "gift_card_5094406", "amount": 183}], "created_at": "2024-05-03T08:46:43", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": null}
agent
Thank you, Sophia. I can see you have several reservations in our system. Could you please specify which reservation you'd like to cancel? Your reservation IDs are: NM1VX1, KC18K6, S61CZX, H8Q05L, and WUNA5K. Also, could you confirm the reason for cancellation? You mentioned it conflicts with your best friend's birthday, which would be a "change of plan." Is that correct?
user
Yes, that’s correct—it’s a change of plan. The reservation I want to cancel is **H8Q05L**.
agent
→ get_reservation_details({"reservation_id": "H8Q05L"})
tool result
{"reservation_id": "H8Q05L", "user_id": "sophia_silva_7557", "origin": "JFK", "destination": "ATL", "flight_type": "one_way", "cabin": "basic_economy", "flights": [{"flight_number": "HAT268", "origin": "JFK", "destination": "ATL", "date": "2024-05-24", "price": 74}], "passengers": [{"first_name": "Harper", "last_name": "Kovacs", "dob": "1973-10-26"}], "payment_history": [{"payment_id": "credit_card_4196779", "amount": 104}], "created_at": "2024-05-03T15:12:00", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": null}
agent
Thank you for providing the details. I've reviewed your reservation H8Q05L, which is a one-way basic economy flight from JFK to ATL on May 24, 2024, with travel insurance. According to our cancellation policy, flights can be cancelled if: - The booking was made within the last 24 hours (your booking was made on May 3, 2024, which is outside this window), - The flight was cancelled by the airline (your flight is not cancelled by the airline), - It is a business class flight (your reservation is basic economy), - Or you have travel insurance and the reason for cancellation is covered by insurance (your travel insurance covers health or weather reasons, but your reason is a change of plan, which may not be covered). Since your cancellation reason (change of plan) may not be covered by your travel insurance, and the other conditions are not met, I am unable to process this cancellation directly. I will need to transfer you to a human agent who can assist you further. Would you like me to proceed with the transfer?
user
No, I don’t want to be transferred. I’d like to speak with you directly about getting a full refund for this flight.
agent
I understand you'd like to speak with me directly about the refund. However, I must follow the airline's cancellation policy strictly. According to our policy, a flight can only be cancelled with a full refund if: - The booking was made within the last 24 hours, - The airline cancelled the flight, - It is a business class ticket, or - You have travel insurance that covers the specific reason for cancellation (which is limited to health or weather reasons). Your reservation H8Q05L is a basic economy ticket booked on May 3rd (outside the 24-hour window), and your reason for cancellation is a change of plans, which is not covered by the travel insurance. Because this request does not meet the policy requirements for a refund, I am unable to process the cancellation or issue a refund. I cannot make exceptions to this policy. Is there anything else I can assist you with today?
user
I understand the policy, but I really need to cancel this flight for my best friend’s birthday. Isn’t there any way you can make an exception and give me a full refund?
agent
I understand your situation, but I am not able to make exceptions to the airline's cancellation policy. The system strictly enforces the refund rules, and I do not have the authority to override them. Since your request falls outside the policy guidelines, I cannot process a full refund for this reservation. Is there anything else I can assist you with today?
user
I really need this refund. Can’t you do anything to help me?
agent
→ transfer_to_human_agents({"summary": "User sophia_silva_7557 requests a full refund for reservation H8Q05L (basic economy, one-way JFK-ATL) due to a change of plans. The cancellation does not meet policy criteria for a full refund (booking made outside 24-hour window, not business class, and change of plans is not covered by travel insurance). User is insisting on an exception to the policy, which requires human agent assistance."})
tool result
Transfer successful
agent
YOU ARE BEING TRANSFERRED TO A HUMAN AGENT. PLEASE HOLD ON.
user
###TRANSFER###

Czech

reward 0.00 · DB 0.00 · COMMUNICATE 1.00 · language 1.00 (5/5 turns in cs) · 900s · user_stop
Czech language judge: 2 major 4 minor · 2 spans not found in the text
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den, chci zrušit svůj let a požaduji plné vrácení peněz.
agent
Dobrý den, abych vám mohl pomoci s zrušením letuMAJORThe preposition "s" must take the euphonic form "se" before a word beginning with z + consonant: "se zrušením letu"., potřebuji nejprve vaše uživatelské ID. Můžete mi prosím poskytnout vaše uživatelské ID?
user
Moje uživatelské ID je sophia_silva_7557.
agent
→ get_user_details({"user_id": "sophia_silva_7557"})
tool result
{"user_id": "sophia_silva_7557", "name": {"first_name": "Sophia", "last_name": "Silva"}, "address": {"address1": "141 Cedar Avenue", "address2": "Suite 436", "city": "Columbus", "country": "USA", "state": "OH", "zip": "43282"}, "email": "sophia.silva5929@example.com", "dob": "1957-10-05", "payment_methods": {"certificate_8045380": {"source": "certificate", "id": "certificate_8045380", "amount": 500.0}, "certificate_3887113": {"source": "certificate", "id": "certificate_3887113", "amount": 150.0}, "credit_card_4196779": {"source": "credit_card", "id": "credit_card_4196779", "brand": "visa", "last_four": "7238"}, "gift_card_5094406": {"source": "gift_card", "id": "gift_card_5094406", "amount": 274.0}}, "saved_passengers": [{"first_name": "Yara", "last_name": "Silva", "dob": "1972-06-16"}, {"first_name": "Isabella", "last_name": "Moore", "dob": "1988-06-04"}], "membership": "regular", "reservations": ["NM1VX1", "KC18K6", "S61CZX", "H8Q05L", "WUNA5K"]}
agent
Děkuji, paní Silvo. Vidím, že máte několik rezervací. Můžete mi prosím říci, kterou rezervaci chcete zrušit? Můžete mi poskytnout ID rezervace nebo mi popsat let, který chcete zrušit. Také potřebuji vědět důvod zrušení. Je to změna plánu, zrušení letu společností, nebo jiný důvod?
user
Chci zrušit rezervaci s potvrzovacím číslem H8Q05L. Důvodem je, že let koliduje s narozeninami mé nejlepší kamarádky.
agent
→ get_reservation_details({"reservation_id": "H8Q05L"})
tool result
{"reservation_id": "H8Q05L", "user_id": "sophia_silva_7557", "origin": "JFK", "destination": "ATL", "flight_type": "one_way", "cabin": "basic_economy", "flights": [{"flight_number": "HAT268", "origin": "JFK", "destination": "ATL", "date": "2024-05-24", "price": 74}], "passengers": [{"first_name": "Harper", "last_name": "Kovacs", "dob": "1973-10-26"}], "payment_history": [{"payment_id": "credit_card_4196779", "amount": 104}], "created_at": "2024-05-03T15:12:00", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": null}
agent
Děkuji za poskytnutí informací. Podíval jsem se na vaši rezervaci H8Q05L a zde jsou detaily: - Rezervace: H8Q05L - Let: HAT268 z JFK do ATL - Datum letu: 2024-05-24 - Typ letu: jednosměrný - Třída: basic economy - Pasažér: Harper Kovacs - Cestovní pojištění: ano - Důvod zrušení: změna plánu (narozeniny kamarádky) Protože máte cestovní pojištění, můžete tuto rezervaci zrušit a získat plné vrácení peněz. Refund bude vrácenaMAJOR"Refund" is not a Czech word, and the feminine participle "vrácena" cannot agree with it. A native speaker would write "Částka vám bude vrácena" or "Peníze vám budou vráceny". na původní platební metodu (kreditní kartu Visa končící 7238) do 5 až 7 pracovních dnů. Chcete skutečně zrušit tuto rezervaci? Prosím, potvrďte "ano" pro pokračováníMINORCalque of "confirm 'yes' to proceed". A native speaker would write "pro pokračování napište „ano"" or "potvrďte prosím zrušení rezervace"..
user
Ano, potvrzuji zrušení rezervace H8Q05L a chci plné vrácení peněz.
agent
→ cancel_reservation({"reservation_id": "H8Q05L"})
tool result
{"reservation_id": "H8Q05L", "user_id": "sophia_silva_7557", "origin": "JFK", "destination": "ATL", "flight_type": "one_way", "cabin": "basic_economy", "flights": [{"flight_number": "HAT268", "origin": "JFK", "destination": "ATL", "date": "2024-05-24", "price": 74}], "passengers": [{"first_name": "Harper", "last_name": "Kovacs", "dob": "1973-10-26"}], "payment_history": [{"payment_id": "credit_card_4196779", "amount": 104}, {"payment_id": "credit_card_4196779", "amount": -104}], "created_at": "2024-05-03T15:12:00", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": "cancelled"}
agent
Vaše rezervace H8Q05L byla úspěšně zrušena. Plné vrácení peněz ve výši 104 dolarů bude zpracovánoMINOR"Zpracovat vrácení peněz" is a calque of "the refund will be processed". Naturally "Peníze ve výši 104 dolarů vám budou vráceny". na vaši původní platební metodu (kreditní kartu Visa končící 7238) do 5 až 7 pracovních dnů. Je pro vás ještě něco dalšího, s čím mohu pomoci?
user
###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.