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 (10/10 turns in en) · 267s · user_stop
agent
Hi! How can I help you today?
user
Hi, I need to cancel my flight and I'd like to get a full refund for it.
agent
I'd be happy to help you with canceling your flight. First, could you please provide me with your user ID and reservation ID? Also, could you let me know the reason for the cancellation?
user
Sure, my user ID is sophia_silva_7557 and my confirmation number is H8Q05L. The reason I need to cancel is that the flight coincides with my best friend's birthday, so I won't be able to make the trip.
agent
Let me look up your details and reservation.
→ get_user_details({"user_id": "sophia_silva_7557"})
→ get_reservation_details({"reservation_id": "H8Q05L"})
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"]}
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
I've reviewed your reservation details. Let me check the status of your flight to confirm the situation.
→ get_flight_status({"flight_number": "HAT268", "date": "2024-05-24"})
tool result
available
agent
I've reviewed your reservation and flight details. Unfortunately, I'm unable to cancel this reservation. Here's why: Your reservation (H8Q05L) is a basic economy flight that was booked on 2024-05-03, which is more than 24 hours ago. The flight itself has not been cancelled by the airline, and it's not a business class flight. While your reservation does include travel insurance, the insurance only covers cancellations due to health or weather reasons. Your reason for cancellation (a scheduling conflict with your friend's birthday) is a change of plan, which is not covered by the insurance. Therefore, this reservation does not qualify for cancellation under our policy. Is there anything else I can help you with?
user
I understand what you're saying, but I really need to cancel this flight and get a full refund. This is a really important event for me — it's my best friend's birthday and I can't miss it. Isn't there anything you can do to help me out here?
agent
I understand this is an important event for you, and I'm sorry for the inconvenience. However, I'm unable to cancel this reservation under our policy. Your reservation is a basic economy ticket that was booked more than 24 hours ago, the flight hasn't been cancelled by the airline, and it's not a business class flight. While your reservation does include travel insurance, it only covers cancellations due to health or weather reasons — a scheduling conflict due to a friend's birthday is considered a change of plan, which is not covered. Because none of the cancellation conditions apply, I'm unable to process a cancellation or refund for this reservation. Is there anything else I can help you with?
user
I really appreciate you explaining that, but I have to insist — I need a full refund for this flight. This is a really special occasion and I simply cannot travel on that date. Could you please make an exception in this case?
agent
I completely understand how important this occasion is to you, and I'm sorry that I can't accommodate this request. However, I'm not able to make exceptions to our cancellation policy. Your reservation doesn't meet any of the conditions that would allow for cancellation: - It was booked more than 24 hours ago - The flight hasn't been cancelled by the airline - It's not a business class flight - The travel insurance only covers health or weather-related cancellations, and a scheduling conflict due to a friend's birthday is not covered Because of this, I'm unable to process a cancellation or refund for this reservation. I'm truly sorry for the inconvenience. Is there anything else I can help you with?
user
I hear you, but I'm going to have to insist again. This flight is completely unusable for me — I can't be in two places at once, and my best friend's birthday takes priority. There must be something you can do, a supervisor override or a goodwill gesture. I'm asking for a full refund, please.
agent
I understand how frustrating this is, and I truly appreciate your patience. However, I'm not able to make exceptions or provide a supervisor override for this situation. Our cancellation policy is firm, and this reservation does not qualify for cancellation or a full refund under any of the allowed conditions. I'm sorry I can't provide the outcome you're hoping for. Is there anything else I can help you with?
user
I understand the policy, but I'm asking you to please reconsider. I've been a customer and this situation is genuinely important to me. I don't want to be transferred, and I don't want a voucher or credit — I need a full refund for this flight. Surely there's some flexibility here for loyal customers?
agent
I truly understand how important this is to you, and I appreciate your loyalty as a customer. However, I'm not able to make exceptions to our cancellation policy, regardless of membership status or the circumstances. Your reservation does not qualify for cancellation because: - It was booked more than 24 hours ago - The flight hasn't been cancelled by the airline - It's not a business class flight - The travel insurance only covers health or weather-related cancellations, and a scheduling conflict is not covered I'm unable to process a full refund for this reservation. I'm sorry I can't provide the outcome you're hoping for. Is there anything else I can help you with?
user
I'm going to insist one more time — this is really important to me. I cannot take this flight, and I need a full refund. Please, isn't there any way at all you can help me with this?
agent
I understand how much this means to you, and I'm truly sorry for the frustration this is causing. However, I have to be honest with you — there is no way for me to process a full refund for this reservation under our policy. Your basic economy ticket was booked more than 24 hours ago, the flight hasn't been cancelled by the airline, it's not a business class flight, and your travel insurance doesn't cover this type of cancellation reason. None of the conditions that would allow a cancellation apply to your reservation. I'm unable to make an exception, and I'm sorry I can't provide the outcome you're hoping for. Is there anything else I can help you with?
user
I understand. Since there's truly nothing you can do to give me a full refund, I don't want to cancel the flight — I'd rather keep it than lose the money entirely. Thank you for your time anyway. Goodbye. ###STOP###

Czech

reward 1.00 · DB 1.00 · COMMUNICATE 1.00 · language 1.00 (10/10 turns in cs) · 262s · user_stop
Czech language judge: 0 major 6 minor · 1 span not found in the text
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Chtěla bych zrušit svůj let. Termín letu se mi bohužel kryje s narozeninami mé nejlepší kamarádky, takže nemohu odletět.
agent
Dobrý den, rozumím. Ráda vám pomohu se zrušením rezervace. K tomu budu potřebovat vaše uživatelské ID a číslo rezervace. Můžete mi je prosím poskytnout?
user
Samozřejmě. Moje uživatelské ID je sophia_silva_7557 a číslo rezervace je H8Q05L.
agent
Děkuji! Podívám se na vaše údaje a rezervaci.
→ get_user_details({"user_id": "sophia_silva_7557"})
→ get_reservation_details({"reservation_id": "H8Q05L"})
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"]}
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
Podívám se na stav letu, abych ověřila možnosti zrušení.
→ get_flight_status({"flight_number": "HAT268", "date": "2024-05-24"})
tool result
available
agent
Podívala jsem se na vaši rezervaci H8Q05L. Bohužel vám nemohu pomoci se zrušením této rezervace z následujících důvodů: - Rezervace byla vytvořena 3. května 2024, což je více než 24 hodin zpět. - Let nebyl zrušen ze strany aerolinky. - Nejedná se o business let (máte basic economy).MINOR"business let" is a word-for-word calque of English "business flight". A native Czech speaker would say "let v business třídě" or "letenka ve business class". - Vaše cestovní pojištění se vztahuje na zdravotní nebo povětrnostní důvody, ale důvod "změna plánu" (narozeniny kamarádky) není pojištěním krytý. Z těchto důvodů bohužel nemohu rezervaci zrušit. Ještě něco, s čím bych vám mohla pomoci?
user
Rozumím, ale já ten let opravdu potřebuji zrušit a chci dostat plnou náhradu. Je to pro mě důležitá událost, nemůžu ten den odletět. Nemůžete to prosím nějak zařídit?
agent
Rozumím, že je to pro vás důležitá událost, ale bohužel nemohu tuto rezervaci zrušit. Podle našich pravidel lze rezervaci zrušit pouze v těchto případech: - Rezervace byla vytvořena během posledních 24 hodin - Let byl zrušen aerolinkou - Jedná se o business letMINORSame calque of "business flight"; natural Czech would be "Jedná se o let v business třídě". - Máte cestovní pojištění a důvod zrušení je pojištěním krytý (zdravotní nebo povětrnostní důvody) Váš důvod (změna plánu kvůli narozeninám) bohužel nespadá do žádné z těchto kategorií, a proto vám nemohu rezervaci zrušit ani poskytnout náhradu. Ještě s něčím jiným vám mohu pomoci?
user
Chápu, že máte svá pravidla, ale já ten let opravdu nemůžu absolvovat. Narozeniny mé nejlepší kamarádky jsou pro mě velmi důležité. Prosím, nemůžete udělat výjimku a vrátit mi plnou částku?
agent
Omlouvám se, ale bohužel nemohu udělat výjimku. Podle našich pravidel nemohu rezervaci zrušit ani vrátit plnou částku, protože váš důvod (účast na narozeninách) nespadá do žádné z povolených kategorií pro zrušení. Pokud byste chtěla, mohu vám pomoci s jinými úpravami rezervace, jako je změna letu nebo cestujících. Je něco, s čím bych vám mohla pomoci?
user
Ne, děkuji, nechci měnit let ani cestující. Já ten let potřebuji zrušit a dostat zpět plnou částku. Je to pro mě opravdu důležité, nemůžu ten den odletět. Prosím, zkuste to ještě jednou, určitě to nějak jde zařídit.
agent
Omlouvám se, ale bohužel vám nemohu vyhovět. Podle našich pravidel nemohu tuto rezervaci zrušit ani vrátit plnou částku, protože váš důvod zrušení (účast na narozeninách) není krytý žádnou z povolených kategorií pro zrušení. Nemohu udělat výjimku ani obejít tato pravidla.MINORA reason cannot be "krytý" (covered) by a category -- this is a calque of English "covered by a category" ("krytý" works with "pojištěním", not with "kategorií"). Natural Czech: "nespadá do žádné z povolených kategorií pro zrušení", which the agent itself uses elsewhere. Pokud byste chtěla, mohu vám pomoci s jinými úpravami rezervace. Je něco dalšího, s čím bych vám mohla pomoci?
user
Rozumím, ale já opravdu trvám na zrušení letu s plnou náhradou. Bez plné náhrady let rušit nechci. Nemůžete to prosím nějak vyřešit? Třeba by šlo udělat něco navíc, co mi umožní dostat peníze zpět.
agent
Omlouvám se, ale bohužel vám nemohu vyhovět. Podle našich pravidel nemohu tuto rezervaci zrušit ani vrátit plnou částku, protože váš důvod zrušení (účast na narozeninách) není krytý žádnou z povolených kategorií pro zrušení. Nemohu udělat výjimku ani nabídnout žádnou náhradu v této situaci.MINORSame calque: "důvod není krytý kategorií" is English "covered by a category"; natural Czech is "nespadá do žádné z povolených kategorií pro zrušení". Pokud byste chtěla, mohu vám pomoci s jinými úpravami rezervace. Je něco dalšího, s čím bych vám mohla pomoci?
user
Prosím, je to poslední věc, o kterou žádám. Ten let prostě nemůžu absolvovat a bez plné náhrady mi zrušení nic nepřinese. Jsem vaše věrná zákaznice, nemohli byste přece jen udělat výjimku a vrátit mi celou částku?
agent
Omlouvám se, ale bohužel vám nemohu vyhovět ani udělat výjimku. Podle našich pravidel nemohu tuto rezervaci zrušit s plnou náhradouMINOR"zrušit s plnou náhradou" is a calque of "cancel with a full refund"; "náhrada" means compensation (e.g. for damage), not a refund. Natural Czech: "zrušit s vrácením plné částky" or "s plnou refundací"., protože váš důvod zrušení (účast na narozeninách) není krytý žádnou z povolených kategorií pro zrušení. Chápu, že je to pro vás důležitá situace, ale nemohu obejít tato pravidla. Pokud byste chtěla, mohu vám pomoci s jinými úpravami rezervace. Je něco dalšího, s čím bych vám mohla pomoci?
user
Dobře, vidím, že mi opravdu nemůžete pomoci. V takovém případě let rušit nebudu, protože bez plné náhrady mi to nedává smysl. Děkuji za váš čas, na shledanou. ###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.