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

English vs Czech · task 30

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Customer briefuser simulator only
reason for call
You want to make modifications to your upcoming one-stop flight from LAS to IAH (HAT266, mention only the flight number if the agent shows it to you first).
known to the user
You are James Taylor. Your user id is james_taylor_7043. Your reservation ID is 1N99U6.
how to behave
You want to change your upcoming one-stop flight from LAS to IAH to a nonstop flight. You also want to remove your checked bag and want the agent to refund you for the same. If agent says that you cannot remove bags, accept it and move on. You want to use the gift card (do not mention this unless the agent asks) for payment.
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 doesn't remove bags from a reservation.
judged by the NL-assertion judge
  • Agent updates reservation to flights HAT266 and HAT112.
  • Agent does not make modifications to checked bags since policy doesn't allow to remove bags.
database actions required
  • get_reservation_details({"reservation_id": "1N99U6"})
  • search_direct_flight({"origin": "LAS", "destination": "IAH", "date": "2024-05-19"})
  • update_reservation_flights({"reservation_id": "1N99U6", "cabin": "economy", "flights": [{"flight_number": "HAT266", "date": "2024-05-19"}, {"flight_number": "HAT112", "date": "2024-05-27"}], "payment_id": "gift_card_5634230"})
reward basis
DB, COMMUNICATE

English

reward 1.00 · DB 1.00 · COMMUNICATE 1.00 · language 1.00 (5/5 turns in en) · 213s · user_stop
agent
Hi! How can I help you today?
user
Hi! I'm hoping to make some changes to an upcoming flight I have booked. I'd like to switch from my current one-stop flight to a nonstop flight if possible.
agent
I can certainly help you with that. To get started, could you please provide your user ID and your reservation ID?
user
Sure! My user ID is james_taylor_7043, and my reservation ID is 1N99U6.
agent
→ get_reservation_details({"reservation_id": "1N99U6"})
tool result
{"reservation_id": "1N99U6", "user_id": "james_taylor_7043", "origin": "LAS", "destination": "IAH", "flight_type": "round_trip", "cabin": "economy", "flights": [{"flight_number": "HAT284", "origin": "LAS", "destination": "PHX", "date": "2024-05-19", "price": 161}, {"flight_number": "HAT152", "origin": "PHX", "destination": "IAH", "date": "2024-05-19", "price": 192}, {"flight_number": "HAT112", "origin": "IAH", "destination": "LAS", "date": "2024-05-27", "price": 184}], "passengers": [{"first_name": "James", "last_name": "Taylor", "dob": "1997-01-23"}, {"first_name": "Ivan", "last_name": "Taylor", "dob": "1975-09-15"}], "payment_history": [{"payment_id": "gift_card_5634230", "amount": 1134}], "created_at": "2024-05-08T11:37:17", "total_baggages": 1, "nonfree_baggages": 0, "insurance": "yes", "status": null}
agent
→ search_direct_flight({"date": "2024-05-19", "destination": "IAH", "origin": "LAS"})
tool result
[{"flight_number": "HAT175", "origin": "LAS", "destination": "IAH", "status": "available", "scheduled_departure_time_est": "17:00:00", "scheduled_arrival_time_est": "20:00:00", "date": null, "available_seats": {"basic_economy": 10, "economy": 3, "business": 2}, "prices": {"basic_economy": 96, "economy": 155, "business": 203}}, {"flight_number": "HAT266", "origin": "LAS", "destination": "IAH", "status": "available", "scheduled_departure_time_est": "13:00:00", "scheduled_arrival_time_est": "16:00:00", "date": null, "available_seats": {"basic_economy": 8, "economy": 16, "business": 13}, "prices": {"basic_economy": 89, "economy": 146, "business": 373}}]
agent
I found two nonstop flights from LAS to IAH on 2024-05-19: 1. Flight HAT175: Departs at 17:00 and arrives at 20:00. The economy price is $155. 2. Flight HAT266: Departs at 13:00 and arrives at 16:00. The economy price is $146. Which one would you prefer?
user
I'd like to go with flight HAT266, the one departing at 13:00. The earlier time works better for me, and the price is a bit lower too.
agent
→ get_user_details({"user_id": "james_taylor_7043"})
tool result
{"user_id": "james_taylor_7043", "name": {"first_name": "James", "last_name": "Taylor"}, "address": {"address1": "133 Chestnut Street", "address2": "Suite 494", "city": "Houston", "country": "USA", "state": "TX", "zip": "77207"}, "email": "james.taylor4788@example.com", "dob": "1997-01-23", "payment_methods": {"certificate_9380982": {"source": "certificate", "id": "certificate_9380982", "amount": 100.0}, "gift_card_5634230": {"source": "gift_card", "id": "gift_card_5634230", "amount": 67.0}}, "saved_passengers": [{"first_name": "Ivan", "last_name": "Taylor", "dob": "1975-09-15"}], "membership": "silver", "reservations": ["UUN48W", "1N99U6", "1R63WQ"]}
agent
To proceed with changing your flight, here are the details of the modification: - **Reservation ID:** 1N99U6 - **Change:** Replace your one-stop flights (HAT284 and HAT152) on 2024-05-19 with the nonstop flight **HAT266** (LAS to IAH). - **Keep:** Your return flight **HAT112** on 2024-05-27. - **Cabin:** Economy (no change). - **Price Difference:** The new flight is cheaper. The original outbound flights cost $353 per person, and the new flight is $146 per person. This results in a total refund of **$414** for two passengers. Please confirm if you would like to proceed with this change. Additionally, since the flights are being modified, I need you to specify which gift card or credit card from your profile should be used for the refund. Based on your profile, you have the following eligible method: - Gift Card: `gift_card_5634230`
user
Yes, I'd like to proceed with that change. And for the refund, please use my gift card — gift_card_5634230. Also, while we're making changes, I have a checked bag on this reservation that I'd like to remove. Could you refund me for that as well?
agent
→ update_reservation_flights({"cabin": "economy", "flights": [{"date": "2024-05-19", "destination": "IAH", "flight_number": "HAT266", "origin": "LAS"}, {"date": "2024-05-27", "destination": "LAS", "flight_number": "HAT112", "origin": "IAH"}], "payment_id": "gift_card_5634230", "reservation_id": "1N99U6"})
tool result
{"reservation_id": "1N99U6", "user_id": "james_taylor_7043", "origin": "LAS", "destination": "IAH", "flight_type": "round_trip", "cabin": "economy", "flights": [{"flight_number": "HAT266", "origin": "LAS", "destination": "IAH", "date": "2024-05-19", "price": 146}, {"flight_number": "HAT112", "origin": "IAH", "destination": "LAS", "date": "2024-05-27", "price": 184}], "passengers": [{"first_name": "James", "last_name": "Taylor", "dob": "1997-01-23"}, {"first_name": "Ivan", "last_name": "Taylor", "dob": "1975-09-15"}], "payment_history": [{"payment_id": "gift_card_5634230", "amount": 1134}, {"payment_id": "gift_card_5634230", "amount": -414}], "created_at": "2024-05-08T11:37:17", "total_baggages": 1, "nonfree_baggages": 0, "insurance": "yes", "status": null}
agent
Your flight has been successfully updated to the nonstop flight HAT266. The refund of $414 has been processed to your gift card (gift_card_5634230). Regarding your request to remove a checked bag, I'm sorry, but according to our policy, checked bags cannot be removed once they have been added to a reservation. Therefore, I cannot process a refund for the baggage. Is there anything else I can help you with?
user
That's okay, I understand about the bag policy. Thanks for letting me know. The flight change and refund are exactly what I needed, so I think that covers everything. Thanks so much for your help! ###STOP###

Czech

reward 1.00 · DB 1.00 · COMMUNICATE 1.00 · language 1.00 (5/5 turns in cs) · 249s · user_stop
Czech language judge: 1 major 2 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Jmenuji se James Taylor a rád bych upravil svou nadcházející rezervaci. Mám let z Las Vegas do Houstonu s jedním přestupem a chtěl bych ho změnit na přímý let. Také bych chtěl odebrat odbavené zavazadlo a získat za něj vrácení peněz.
agent
Rád vám s tím pomohu. Pro začátek budu potřebovat vaše uživatelské ID (user id) a číslo vaší rezervace (reservation id). Co se týče vašeho zavazadla, musím vás informovat, že podle našich pravidel je možné odbavená zavazadla k rezervaci pouze přidat, nikoliv je odebrat ani žádat o vrácení peněz za již přidaná zavazadla. Jakmile mi poskytnete vaše ID a číslo rezervace, podívám se na možnosti změny vašeho letu na přímý spoj.
user
Dobře, rozumím, škoda, ale s tím tedy nic nenadělám – zavazadlo si tedy nechám. Moje uživatelské ID je james_taylor_7043 a číslo rezervace je 1N99U6.
agent
→ get_reservation_details({"reservation_id": "1N99U6"})
tool result
{"reservation_id": "1N99U6", "user_id": "james_taylor_7043", "origin": "LAS", "destination": "IAH", "flight_type": "round_trip", "cabin": "economy", "flights": [{"flight_number": "HAT284", "origin": "LAS", "destination": "PHX", "date": "2024-05-19", "price": 161}, {"flight_number": "HAT152", "origin": "PHX", "destination": "IAH", "date": "2024-05-19", "price": 192}, {"flight_number": "HAT112", "origin": "IAH", "destination": "LAS", "date": "2024-05-27", "price": 184}], "passengers": [{"first_name": "James", "last_name": "Taylor", "dob": "1997-01-23"}, {"first_name": "Ivan", "last_name": "Taylor", "dob": "1975-09-15"}], "payment_history": [{"payment_id": "gift_card_5634230", "amount": 1134}], "created_at": "2024-05-08T11:37:17", "total_baggages": 1, "nonfree_baggages": 0, "insurance": "yes", "status": null}
agent
→ search_direct_flight({"date": "2024-05-19", "destination": "IAH", "origin": "LAS"})
tool result
[{"flight_number": "HAT175", "origin": "LAS", "destination": "IAH", "status": "available", "scheduled_departure_time_est": "17:00:00", "scheduled_arrival_time_est": "20:00:00", "date": null, "available_seats": {"basic_economy": 10, "economy": 3, "business": 2}, "prices": {"basic_economy": 96, "economy": 155, "business": 203}}, {"flight_number": "HAT266", "origin": "LAS", "destination": "IAH", "status": "available", "scheduled_departure_time_est": "13:00:00", "scheduled_arrival_time_est": "16:00:00", "date": null, "available_seats": {"basic_economy": 8, "economy": 16, "business": 13}, "prices": {"basic_economy": 89, "economy": 146, "business": 373}}]
agent
Našel jsem pro vás dva přímé spoje z Las Vegas (LAS) do Houstonu (IAH) na den 19. května 2024: 1. Let **HAT175**: odlet v 17:00, přílet v 20:00, cena za ekonomickou třídu je 155 USDMINOR"cena za ekonomickou třídu" is a calque of English "price for economy class"; a native speaker would say "cena v ekonomické třídě" or "cena letenky v ekonomické třídě".. 2. Let **HAT266**: odlet v 13:00, přílet v 16:00, cena za ekonomickou třídu je 146 USDMINORSame calque as above: "cena za ekonomickou třídu" should be "cena v ekonomické třídě" (or "cena letenky v ekonomické třídě").. Který z těchto letů byste preferoval? Zároveň vás chci informovat, že při změně letu bude vyžadována platba nebo metoda pro případnou vrácení rozdílu cenyMAJORBroken agreement: "vrácení" is a neuter noun, so the adjective must be neuter accusative "případné", not feminine "případnou". Correct: "metoda pro případné vrácení rozdílu ceny". (darovací karta nebo kreditní karta), která musí být uložena ve vašem profilu. Jakmile si vyberete let, poprosím vás o výběr konkrétní platební metody.
user
Dobře, vyberu si let HAT266 s odletem ve 13:00 a příletem v 16:00.
agent
→ get_user_details({"user_id": "james_taylor_7043"})
tool result
{"user_id": "james_taylor_7043", "name": {"first_name": "James", "last_name": "Taylor"}, "address": {"address1": "133 Chestnut Street", "address2": "Suite 494", "city": "Houston", "country": "USA", "state": "TX", "zip": "77207"}, "email": "james.taylor4788@example.com", "dob": "1997-01-23", "payment_methods": {"certificate_9380982": {"source": "certificate", "id": "certificate_9380982", "amount": 100.0}, "gift_card_5634230": {"source": "gift_card", "id": "gift_card_5634230", "amount": 67.0}}, "saved_passengers": [{"first_name": "Ivan", "last_name": "Taylor", "dob": "1975-09-15"}], "membership": "silver", "reservations": ["UUN48W", "1N99U6", "1R63WQ"]}
agent
Výběr letu HAT266 je potvrzen. Zde jsou detaily navrhované změny vaší rezervace 1N99U6: **Aktuální let:** - Odlet (19. 5. 2024): Las Vegas (LAS) $\rightarrow$ Phoenix (PHX) $\rightarrow$ Houston (IAH) - Návrat (27. 5. 2024): Houston (IAH) $\rightarrow$ Las Vegas (LAS) **Nový let:** - Odlet (19. 5. 2024): Las Vegas (LAS) $\rightarrow$ Houston (IAH) (Let HAT266, 13:00 – 16:00) - Návrat (27. 5. 2024): Houston (IAH) $\rightarrow$ Las Vegas (LAS) (Zůstává beze změny) **Cenové srovnání (na osobu):** - Původní cena: 537 USD - Nová cena: 330 USD - **Vrácená částka: 207 USD na osobu (celkem 414 USD za dva cestující)** Pro dokončení této změny a vyřízení vrácení peněz potřebuji vaše potvrzení a výběr platební metody z vašeho profilu (darovací karta nebo kreditní karta). Ve vašem profilu mám k dispozici: - Darovací karta: `gift_card_5634230` **Souhlasíte s touto změnou a chcete pro vrácení peněz použít výše uvedenou darovací kartu?**
user
Ano, souhlasím s touto změnou a pro vrácení peněz chci použít darovací kartu gift_card_5634230.
agent
→ update_reservation_flights({"cabin": "economy", "flights": [{"date": "2024-05-19", "destination": "IAH", "flight_number": "HAT266", "origin": "LAS", "price": "146"}, {"date": "2024-05-27", "destination": "LAS", "flight_number": "HAT112", "origin": "IAH", "price": "184"}], "payment_id": "gift_card_5634230", "reservation_id": "1N99U6"})
tool result
{"reservation_id": "1N99U6", "user_id": "james_taylor_7043", "origin": "LAS", "destination": "IAH", "flight_type": "round_trip", "cabin": "economy", "flights": [{"flight_number": "HAT266", "origin": "LAS", "destination": "IAH", "date": "2024-05-19", "price": 146}, {"flight_number": "HAT112", "origin": "IAH", "destination": "LAS", "date": "2024-05-27", "price": 184}], "passengers": [{"first_name": "James", "last_name": "Taylor", "dob": "1997-01-23"}, {"first_name": "Ivan", "last_name": "Taylor", "dob": "1975-09-15"}], "payment_history": [{"payment_id": "gift_card_5634230", "amount": 1134}, {"payment_id": "gift_card_5634230", "amount": -414}], "created_at": "2024-05-08T11:37:17", "total_baggages": 1, "nonfree_baggages": 0, "insurance": "yes", "status": null}
agent
Vaše rezervace byla úspěšně aktualizována. Let z Las Vegas do Houstonu dne 19. května byl změněn na přímý spoj HAT266. Rozdíl v ceně ve výši 414 USD byl vrácen na vaši darovací kartu `gift_card_5634230`. Mohu pro vás udělat ještě něco dalšího?
user
Ne, to je vše, děkuji vám za pomoc. Nashledanou! ###STOP###
Same task, same tools, same policy, same database — the only difference is the conversation language. Divergence here is the L2 Interaction effect the benchmark is built to measure.