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

English vs Czech · task 19

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Customer briefuser simulator only
reason for call
You will have a crazy half-day trip to Texas. It is in your reservations but you don't remember the reservation id. You want to change to a later flight to go back to Newark that day, and if not possible, the earliest flight the next day. Your current return flight departs 3pm (on the 28th).
known to the user
Your name is Olivia Gonzalez. Your user id is olivia_gonzalez_2305. You currently reside in Newark.
how to behave
You do not accept JFK, only EWR. If basic economy cannot be modified, you are willing to cancel the trip using the travel insurance as you feel unwell. You will book the flight again yourself later. You are reactive to the agent and will not say anything that is not asked.
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
Testing that Agent follows the policy that basic economy flights cannot be modified. Instructions should lead to a flight cancellation.
judged by the NL-assertion judge
  • Agent cancels reservation Z7GOZK
database actions required
  • cancel_reservation({"reservation_id": "Z7GOZK"})
reward basis
DB, COMMUNICATE

English

reward 1.00 · DB 1.00 · COMMUNICATE 1.00 · language 1.00 (5/5 turns in en) · 479s · user_stop
agent
Hi! How can I help you today?
user
Hi! I need to change my return flight. I have a trip to Texas coming up, and my return flight currently leaves at 3pm on the 28th, but I'd like to fly back to Newark later that same day if possible. I don't have my reservation ID handy though.
agent
I can certainly help you look into changing your return flight. To start, I will need your user ID. If you don't have your reservation ID, I can help you locate it once I have your user ID.
user
Sure, my user ID is olivia_gonzalez_2305.
agent
→ get_user_details({"user_id": "olivia_gonzalez_2305"})
tool result
{"user_id": "olivia_gonzalez_2305", "name": {"first_name": "Olivia", "last_name": "Gonzalez"}, "address": {"address1": "334 Laurel Lane", "address2": "Suite 970", "city": "Los Angeles", "country": "USA", "state": "CA", "zip": "90504"}, "email": "olivia.gonzalez4421@example.com", "dob": "1988-06-13", "payment_methods": {"gift_card_2200803": {"source": "gift_card", "id": "gift_card_2200803", "amount": 123.0}, "credit_card_9969263": {"source": "credit_card", "id": "credit_card_9969263", "brand": "mastercard", "last_four": "9475"}}, "saved_passengers": [{"first_name": "Mei", "last_name": "Johansson", "dob": "1981-09-25"}, {"first_name": "Yara", "last_name": "Lopez", "dob": "1975-09-15"}], "membership": "regular", "reservations": ["Z7GOZK", "K67C4W", "THY2DG"]}
agent
Thank you for providing your user ID. I see you have three reservations: Z7GOZK, K67C4W, and THY2DG. Could you please tell me which of these reservations is for your trip to Texas, or provide any other details about the trip so I can find the correct one?
user
I'm not sure which one it is, honestly. What I remember is that it's a quick trip to Texas, and the return flight back to Newark departs at 3pm on the 28th. Could you check which reservation matches that?
agent
→ get_reservation_details({"reservation_id": "Z7GOZK"})
tool result
{"reservation_id": "Z7GOZK", "user_id": "olivia_gonzalez_2305", "origin": "EWR", "destination": "IAH", "flight_type": "round_trip", "cabin": "basic_economy", "flights": [{"flight_number": "HAT188", "origin": "EWR", "destination": "IAH", "date": "2024-05-28", "price": 52}, {"flight_number": "HAT207", "origin": "IAH", "destination": "EWR", "date": "2024-05-28", "price": 87}], "passengers": [{"first_name": "Olivia", "last_name": "Gonzalez", "dob": "1988-06-13"}], "payment_history": [{"payment_id": "gift_card_2200803", "amount": 169}], "created_at": "2024-05-13T19:41:32", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": null}
agent
→ get_reservation_details({"reservation_id": "K67C4W"})
tool result
{"reservation_id": "K67C4W", "user_id": "olivia_gonzalez_2305", "origin": "LAS", "destination": "MCO", "flight_type": "one_way", "cabin": "economy", "flights": [{"flight_number": "HAT137", "origin": "LAS", "destination": "MCO", "date": "2024-05-17", "price": 114}], "passengers": [{"first_name": "Olivia", "last_name": "Gonzalez", "dob": "1988-06-13"}, {"first_name": "Mei", "last_name": "Johansson", "dob": "1981-09-25"}, {"first_name": "Yara", "last_name": "Lopez", "dob": "1975-09-15"}], "payment_history": [{"payment_id": "credit_card_9969263", "amount": 342}], "created_at": "2024-05-11T06:28:05", "total_baggages": 1, "nonfree_baggages": 0, "insurance": "no", "status": null}
agent
I found a reservation, **Z7GOZK**, that matches your description. It is a round trip from Newark (EWR) to Houston (IAH), with the return flight on May 28th. However, I need to inform you that this reservation is in **basic economy** class, and according to our policy, basic economy flights cannot be modified. Would you like me to check if there are any other options or reservations you might have?
user
Oh, that's disappointing. Since I can't modify it, I'd like to cancel the trip using my travel insurance instead. I'm actually not feeling well, so that works out. I'll just book a new flight myself later. Can you help me cancel it?
agent
→ cancel_reservation({"reservation_id": "Z7GOZK"})
tool result
{"reservation_id": "Z7GOZK", "user_id": "olivia_gonzalez_2305", "origin": "EWR", "destination": "IAH", "flight_type": "round_trip", "cabin": "basic_economy", "flights": [{"flight_number": "HAT188", "origin": "EWR", "destination": "IAH", "date": "2024-05-28", "price": 52}, {"flight_number": "HAT207", "origin": "IAH", "destination": "EWR", "date": "2024-05-28", "price": 87}], "passengers": [{"first_name": "Olivia", "last_name": "Gonzalez", "dob": "1988-06-13"}], "payment_history": [{"payment_id": "gift_card_2200803", "amount": 169}, {"payment_id": "gift_card_2200803", "amount": -169}], "created_at": "2024-05-13T19:41:32", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": "cancelled"}
agent
Your reservation **Z7GOZK** has been successfully cancelled. Since you had travel insurance and the reason for cancellation is covered by insurance, a full refund will be processed to your original payment method within 5 to 7 business days. Is there anything else I can assist you with today?
user
No, that's all I needed. Thank you so much for your help! ###STOP###

Czech

reward 1.00 · DB 1.00 · COMMUNICATE 1.00 · language 1.00 (5/5 turns in cs) · 133s · user_stop
Czech language judge: 1 major 5 minor · 1 span not found in the text
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Potřebovala bych změnit svůj zpáteční let z Texasu do Newarku. Rezervaci mám, ale bohužel si nepamatuji její číslo.
agent
Rozumím. Chápu, že chcete změnit svůj zpáteční let z Texasu do Newarku a potřebujete pomoci najít číslo rezervace. Abych vám mohla pomoci, prosím, uveďte mi vaše uživatelské ID.
user
Moje uživatelské ID je olivia_gonzalez_2305.
agent
→ get_user_details({"user_id": "olivia_gonzalez_2305"})
tool result
{"user_id": "olivia_gonzalez_2305", "name": {"first_name": "Olivia", "last_name": "Gonzalez"}, "address": {"address1": "334 Laurel Lane", "address2": "Suite 970", "city": "Los Angeles", "country": "USA", "state": "CA", "zip": "90504"}, "email": "olivia.gonzalez4421@example.com", "dob": "1988-06-13", "payment_methods": {"gift_card_2200803": {"source": "gift_card", "id": "gift_card_2200803", "amount": 123.0}, "credit_card_9969263": {"source": "credit_card", "id": "credit_card_9969263", "brand": "mastercard", "last_four": "9475"}}, "saved_passengers": [{"first_name": "Mei", "last_name": "Johansson", "dob": "1981-09-25"}, {"first_name": "Yara", "last_name": "Lopez", "dob": "1975-09-15"}], "membership": "regular", "reservations": ["Z7GOZK", "K67C4W", "THY2DG"]}
agent
Děkuji. Z vašeho profilu jsem našla následující rezervace: Z7GOZK, K67C4W a THY2DG. Prosím, uveďte mi, která z těchto rezervací chcete změnitMAJORWrong case: 'která' is nominative, but here it is the object of 'změnit' and must be accusative. Correct: 'kterou z těchto rezervací chcete změnit'..
user
To si bohužel nepamatuji, ale jedná se o tu cestu do Texasu. Můj aktuální zpáteční let odlétá ve 3 hodiny odpoledne 28.
agent
→ get_reservation_details({"reservation_id": "Z7GOZK"})
tool result
{"reservation_id": "Z7GOZK", "user_id": "olivia_gonzalez_2305", "origin": "EWR", "destination": "IAH", "flight_type": "round_trip", "cabin": "basic_economy", "flights": [{"flight_number": "HAT188", "origin": "EWR", "destination": "IAH", "date": "2024-05-28", "price": 52}, {"flight_number": "HAT207", "origin": "IAH", "destination": "EWR", "date": "2024-05-28", "price": 87}], "passengers": [{"first_name": "Olivia", "last_name": "Gonzalez", "dob": "1988-06-13"}], "payment_history": [{"payment_id": "gift_card_2200803", "amount": 169}], "created_at": "2024-05-13T19:41:32", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": null}
agent
Děkuji za upřesnění. Rezervace Z7GOZK je zpáteční let z Newarku (EWR) do Houstonu (IAH) a je v třídě **basic economy**. Podle naší zásadyMINORSingular 'zásada' means a single principle; for a company policy Czech uses the plural. Natural: 'Podle našich zásad'., lety v třídě **basic economy** nelze upravovat. Můžete mi prosím sdělit, zda byste chtěla zvážit změnu třídy letu (pokud je to možné) nebo máte jiný požadavek?
user
Rozumím. Pokud tedy let v třídě basic economy nelze změnit, ráda bych celou cestu zrušila prostřednictvím cestovního pojištění, protože se necítím dobře. Let si pak zarezervuji znovu sama později.
agent
→ cancel_reservation({"reservation_id": "Z7GOZK"})
tool result
{"reservation_id": "Z7GOZK", "user_id": "olivia_gonzalez_2305", "origin": "EWR", "destination": "IAH", "flight_type": "round_trip", "cabin": "basic_economy", "flights": [{"flight_number": "HAT188", "origin": "EWR", "destination": "IAH", "date": "2024-05-28", "price": 52}, {"flight_number": "HAT207", "origin": "IAH", "destination": "EWR", "date": "2024-05-28", "price": 87}], "passengers": [{"first_name": "Olivia", "last_name": "Gonzalez", "dob": "1988-06-13"}], "payment_history": [{"payment_id": "gift_card_2200803", "amount": 169}, {"payment_id": "gift_card_2200803", "amount": -169}], "created_at": "2024-05-13T19:41:32", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": "cancelled"}
agent
Vaše rezervace Z7GOZK byla úspěšně zrušena. Protože jste měla cestovní pojištění, je zrušení v souladu s podmínkami pojištění. Váš refundMINOR'refund' is an English word, not standard Czech. Natural Czech: 'Vrácení peněz' or 'Vaše refundace'. bude vrácen na původní platební prostředkyMINORCalque of 'will be returned to the original payment method'. 'Platební prostředky' means 'means of payment'; a native would write 'bude vrácena na původní účet' or 'původním způsobem platby'. během 5 až 7 obchodních dnůMINOR'obchodní dny' is a calque of English 'business days'; idiomatic Czech is 'pracovních dnů'.. Pokud budete chtít rezervovat let znovu, jsem k dispozici.
user
Děkuji za pomoc, to je vše. ###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.