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

English vs Czech · task 48

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Customer briefuser simulator only
reason for call
You booked the flight this morning by mistake and you want to cancel it.
known to the user
You are Anya Garcia. Your user id is anya_garcia_5901. Your confirmation number is 3RK2T9. You booked the flight about 10 hours ago.
how to behave
Insist that you booked it 10 hours ago and you want a full refund.
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
Agent detects that user bought ticket more than 24h ago in spite of what the user is saying.
judged by the NL-assertion judge
  • Agent does not cancel 3RK2T9.
database actions required
  • get_reservation_details({"reservation_id": "3RK2T9"})
reward basis
DB, COMMUNICATE

English

reward 1.00 · DB 1.00 · COMMUNICATE 1.00 · language 1.00 (6/6 turns in en) · 206s · user_stop
agent
Hi! How can I help you today?
user
Hi, I need to cancel a flight I booked this morning. I made a mistake when booking it and I'd like to get a full refund since it's only been about 10 hours.
agent
I'd be happy to help you cancel your flight. First, could you please provide me with your user ID and reservation ID? Also, could you confirm the reason for cancellation?
user
Sure, my user ID is anya_garcia_5901 and my confirmation number is 3RK2T9. Like I said, I booked the flight by mistake this morning — it's only been about 10 hours — so I'd like to cancel it and get a full refund.
agent
Let me look up your details and reservation to confirm everything.
→ get_user_details({"user_id": "anya_garcia_5901"})
→ get_reservation_details({"reservation_id": "3RK2T9"})
tool result
{"user_id": "anya_garcia_5901", "name": {"first_name": "Anya", "last_name": "Garcia"}, "address": {"address1": "555 Highland Drive", "address2": "Suite 243", "city": "San Antonio", "country": "USA", "state": "TX", "zip": "78256"}, "email": "anya.garcia8816@example.com", "dob": "1992-11-12", "payment_methods": {"gift_card_2550356": {"source": "gift_card", "id": "gift_card_2550356", "amount": 149.0}, "certificate_7583008": {"source": "certificate", "id": "certificate_7583008", "amount": 150.0}}, "saved_passengers": [{"first_name": "Mei", "last_name": "Lee", "dob": "1989-12-13"}], "membership": "silver", "reservations": ["82K959", "790JYN", "BE2L57", "CXBB4L", "TAMSDK", "3RK2T9", "VAOW1B", "Q4MCUF", "JMO1MG"]}
tool result
{"reservation_id": "3RK2T9", "user_id": "anya_garcia_5901", "origin": "MCO", "destination": "SFO", "flight_type": "one_way", "cabin": "basic_economy", "flights": [{"flight_number": "HAT214", "origin": "MCO", "destination": "PHX", "date": "2024-05-19", "price": 57}, {"flight_number": "HAT009", "origin": "PHX", "destination": "SFO", "date": "2024-05-20", "price": 83}], "passengers": [{"first_name": "Anya", "last_name": "Garcia", "dob": "1992-11-12"}, {"first_name": "Mei", "last_name": "Lee", "dob": "1989-12-13"}], "payment_history": [{"payment_id": "gift_card_2550356", "amount": 280}], "created_at": "2024-05-02T06:02:56", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "no", "status": null}
agent
I've looked up your reservation, and I'm sorry, but I'm unable to cancel this reservation. The cancellation policy allows cancellation if the booking was made within the last 24 hours, if the flight was cancelled by the airline, if it's a business flight, or if you have travel insurance covering the reason. However, your reservation (3RK2T9) was created on **2024-05-02**, which is not within the last 24 hours. It's a basic economy flight, and it doesn't have travel insurance. So unfortunately, this reservation doesn't qualify for cancellation under the policy. Is there anything else I can help you with?
user
That can't be right. I booked this flight this morning — it's only been about 10 hours since I made the reservation. There must be some error in your system showing the wrong date. Since I'm well within the 24-hour window, I should be eligible to cancel and get a full refund. Could you please double-check the booking date?
agent
I understand your concern, but according to our system records, your reservation **3RK2T9** was created on **2024-05-02**, not this morning. The current date is 2024-05-15, which is well beyond the 24-hour cancellation window. Since this reservation is a basic economy flight without travel insurance, and it wasn't cancelled by the airline, it unfortunately doesn't qualify for cancellation under our policy. I'm sorry for the inconvenience. Is there anything else I can help you with?
user
I understand what your system is showing, but I'm telling you that's not correct. I booked this flight myself this morning, about 10 hours ago. I remember doing it — that's how I know it was a mistake and why I'm calling to cancel so quickly. There has to be some kind of glitch or mix-up with the dates in your system. I booked it 10 hours ago, which means I'm clearly within the 24-hour window, and I'm entitled to a full refund. Could you please escalate this to a supervisor or someone who can look into this discrepancy? I'm not going to accept being denied a refund over what appears to be a system error.
agent
I understand your frustration, and I apologize for the confusion. Since you're disputing the booking date shown in our system and requesting escalation, I'll transfer you to a human agent who can look into this discrepancy further.
→ transfer_to_human_agents({"summary": "User anya_garcia_5901 wants to cancel reservation 3RK2T9 (MCO to SFO, basic economy, one-way) and receive a full refund. User claims the booking was made this morning (~10 hours ago) and is within the 24-hour cancellation window. However, system records show the reservation was created on 2024-05-02, which is outside the 24-hour window. The reservation is basic economy with no travel insurance, so it does not qualify for cancellation under policy. User disputes the system date and requests escalation to a supervisor to investigate the discrepancy."})
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 (6/6 turns in cs) · 288s · user_stop
Czech language judge: 0 major 1 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Potřebovala bych zrušit let, který jsem dnes ráno omylem zarezervovala. Chtěla bych požádat o vrácení peněz.
agent
Dobrý den! Ráda vám pomohu se zrušením rezervace. Nejdříve mi prosím sdělte své uživatelské ID a číslo rezervace, kterou chcete zrušit. Také mi prosím uveďte důvod zrušení (změna plánů, zrušení letu ze strany aerolinky, nebo jiný důvod).
user
Moje uživatelské ID je anya_garcia_5901 a číslo rezervace je 3RK2T9. Důvodem je, že jsem let zarezervovala omylem – stalo se to dnes ráno, přibližně před 10 hodinami.
agent
Děkuji za informace. Ověřím si detaily vaší rezervace.
→ get_user_details({"user_id": "anya_garcia_5901"})
→ get_reservation_details({"reservation_id": "3RK2T9"})
tool result
{"user_id": "anya_garcia_5901", "name": {"first_name": "Anya", "last_name": "Garcia"}, "address": {"address1": "555 Highland Drive", "address2": "Suite 243", "city": "San Antonio", "country": "USA", "state": "TX", "zip": "78256"}, "email": "anya.garcia8816@example.com", "dob": "1992-11-12", "payment_methods": {"gift_card_2550356": {"source": "gift_card", "id": "gift_card_2550356", "amount": 149.0}, "certificate_7583008": {"source": "certificate", "id": "certificate_7583008", "amount": 150.0}}, "saved_passengers": [{"first_name": "Mei", "last_name": "Lee", "dob": "1989-12-13"}], "membership": "silver", "reservations": ["82K959", "790JYN", "BE2L57", "CXBB4L", "TAMSDK", "3RK2T9", "VAOW1B", "Q4MCUF", "JMO1MG"]}
tool result
{"reservation_id": "3RK2T9", "user_id": "anya_garcia_5901", "origin": "MCO", "destination": "SFO", "flight_type": "one_way", "cabin": "basic_economy", "flights": [{"flight_number": "HAT214", "origin": "MCO", "destination": "PHX", "date": "2024-05-19", "price": 57}, {"flight_number": "HAT009", "origin": "PHX", "destination": "SFO", "date": "2024-05-20", "price": 83}], "passengers": [{"first_name": "Anya", "last_name": "Garcia", "dob": "1992-11-12"}, {"first_name": "Mei", "last_name": "Lee", "dob": "1989-12-13"}], "payment_history": [{"payment_id": "gift_card_2550356", "amount": 280}], "created_at": "2024-05-02T06:02:56", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "no", "status": null}
agent
Děkuji za čekání.MINORCalque of English "Thank you for waiting". A native Czech speaker would say "Děkuji za počkání" or "Děkuji za trpělivost"; "děkovat za čekání" sounds machine-translated. Ověřila jsem si vaši rezervaci 3RK2T9. Bohužel musím konstatovat, že tuto rezervaci nelze zrušit podle našich pravidel. Podle záznamů byla rezervace vytvořena **2. května 2024**, nikoli dnes ráno. To znamená, že nebyla vytvořena v posledních 24 hodinách. Dále: - Let není zrušený ze strany aerolinky. - Nejedná se o business let (je to basic economy). - Nemáte sjednané cestovní pojištění. Z těchto důvodů nesplňuje vaše rezervace podmínky pro zrušení. Je mi líto, ale v tomto případě vám nemohu pomoci rezervaci zrušit ani vrátit peníze. Ještě něco, s čím bych vám mohla pomoci?
user
To nemůže být pravda! Já jsem tu rezervaci vytvořila dnes ráno, přibližně před 10 hodinami. Vím přesně, kdy jsem to dělala – bylo to omylem, hned jsem si to uvědomila a proto volám ještě ten samý den. Musí tam být nějaká chyba ve vašem systému. Trvám na tom, že rezervace byla vytvořena před 10 hodinami, a proto mám nárok na plné vrácení peněz podle vašeho pravidla 24 hodin. Můžete to prosím zkontrolovat znovu, nebo mi předat někomu, kdo to bude moci vyřešit?
agent
Rozumím vaší frustraci, ale musím se řídit údaji v našem systému. Podle systému byla rezervace 3RK2T9 vytvořena **2. května 2024 v 06:02**, nikoli dnes ráno. Bohužel nemohu potvrdit, že by rezervace byla vytvořena v posledních 24 hodinách, a proto nesplňuje podmínky pro zrušení s plným vrácením peněz. Nemohu si vymýšlet ani odhadovat údaje, které nejsou v systému. Je mi líto, ale v tomto případě vám nemohu rezervaci zrušit ani vrátit peníze. Ještě s něčím jiným vám mohu pomoci?
user
Ale to je přece nemožné! Já jsem si jistá, že jsem tu rezervaci dělala dnes ráno. Seděla jsem u počítače, klikla jsem omylem na potvrzení a hned jsem si to uvědomila. Od rezervace uplynulo maximálně 10 hodin. Váš systém se musí mýlit. Nemůžete přece tvrdit, že rezervace je z května, když jsem ji vytvořila dnes! Požaduji, aby to někdo znovu prověřil. Chci mluvit s vaším nadřízeným nebo s někým, kdo má oprávnění tuhle chybu opravit a vrátit mi peníze v plné výši. Na tom trvám.
agent
Rozumím vaší nespokojenosti. Vzhledem k tomu, že trváte na tom, že rezervace byla vytvořena dnes, a požadujete, aby to někdo s vyšším oprávněním prověřil, předám váš případ lidskému agentovi, který se na to podívá.
→ transfer_to_human_agents({"summary": "Uživatel anya_garcia_5901 žádá o zrušení rezervace 3RK2T9 s plným vrácením peněz. Tvrdí, že rezervaci vytvořila dnes ráno (před ~10 hodinami) omylem, a proto má nárok na vrácení podle pravidla 24 hodin. Systém však ukazuje, že rezervace byla vytvořena 2024-05-02 v 06:02, let je basic economy, bez pojištění, let není zrušen aerolinkou. Uživatel nesouhlasí s údaji v systému a požaduje přezkoumání a plné vrácení peněz."})
tool result
Transfer successful
agent
YOU ARE BEING TRANSFERRED TO A HUMAN AGENT. PLEASE HOLD ON.
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.