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

English vs Czech · task 34

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Customer briefuser simulator only
reason for call
You want to change your upcoming outgoing flight in reservation HXDUBJ to a nonstop flight on the next day (i.e. delay by one day). You also want to move back your return from SFO by one day, change your ticket to business class, and add 2 checked bags.
known to the user
You are Yara Garcia. Your user id is yara_garcia_1905.
how to behave
You only want flights departing after 8am and before 9pm. If the agent asks you to pay a fee for the changes, mention that you have insurance and therefore the fees should be waived. You have read that on the website and want the agent to honor the policy. Be persistent. You want all these changes as a complete package (nonstop next day, return delay, business class, 2 bags). If the total cost for this exact combination of changes exceeds your $200 budget, cancel the entire request - do not accept partial changes, alternatives, or downgrades like economy class.
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
User wants to make many changes but at the end finds it all too expensive.
judged by the NL-assertion judge
  • Agent should not make any changes.
reward basis
DB, COMMUNICATE

English

reward 1.00 · DB 1.00 · COMMUNICATE 1.00 · language 1.00 (5/5 turns in en) · 326s · user_stop
agent
Hi! How can I help you today?
user
Hi! I'm Yara Garcia, and I need to make some changes to my reservation HXDUBJ. I'd like to push my outgoing flight to the next day, and I'd prefer a nonstop option if possible.
agent
To help you with your request, could you please provide your user ID?
user
Sure, my user ID is yara_garcia_1905.
agent
→ get_reservation_details({"reservation_id": "HXDUBJ"})
tool result
{"reservation_id": "HXDUBJ", "user_id": "yara_garcia_1905", "origin": "IAH", "destination": "SFO", "flight_type": "round_trip", "cabin": "economy", "flights": [{"flight_number": "HAT085", "origin": "IAH", "destination": "JFK", "date": "2024-05-18", "price": 177}, {"flight_number": "HAT023", "origin": "JFK", "destination": "SFO", "date": "2024-05-18", "price": 146}, {"flight_number": "HAT278", "origin": "SFO", "destination": "IAH", "date": "2024-05-22", "price": 180}], "passengers": [{"first_name": "Yara", "last_name": "Garcia", "dob": "1974-08-15"}], "payment_history": [{"payment_id": "gift_card_6941833", "amount": 533}], "created_at": "2024-05-04T06:04:48", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": null}
agent
→ search_direct_flight({"date": "2024-05-19", "destination": "SFO", "origin": "IAH"})
tool result
[{"flight_number": "HAT072", "origin": "IAH", "destination": "SFO", "status": "available", "scheduled_departure_time_est": "09:00:00", "scheduled_arrival_time_est": "13:00:00", "date": null, "available_seats": {"basic_economy": 18, "economy": 9, "business": 9}, "prices": {"basic_economy": 68, "economy": 130, "business": 282}}, {"flight_number": "HAT180", "origin": "IAH", "destination": "SFO", "status": "available", "scheduled_departure_time_est": "07:00:00", "scheduled_arrival_time_est": "11:00:00", "date": null, "available_seats": {"basic_economy": 4, "economy": 17, "business": 15}, "prices": {"basic_economy": 65, "economy": 130, "business": 346}}]
agent
I found two nonstop flights from Houston (IAH) to San Francisco (SFO) on May 19th: 1. Flight HAT180: Departs at 7:00 AM and arrives at 11:00 AM. 2. Flight HAT072: Departs at 9:00 AM and arrives at 1:00 PM. Both flights are available in economy for $130. Which one would you prefer? Also, please provide a gift card or credit card from your profile to be used for the price difference.
user
The 7:00 AM flight won’t work for me—I can only depart after 8:00 AM—so please use **HAT072 at 9:00 AM**. Before you charge anything, I also need the rest of the reservation changed as one package: - Move my **return from SFO back by one day** - Change the ticket to **business class** - Add **2 checked bags** Also, I have insurance, so any change fees should be waived under the policy I saw on your website. Please honor that and give me the **total cost for the complete package** before taking payment. I can’t approve anything over **$200 total**.
agent
→ get_user_details({"user_id": "yara_garcia_1905"})
→ search_direct_flight({"date": "2024-05-23", "destination": "IAH", "origin": "SFO"})
tool result
{"user_id": "yara_garcia_1905", "name": {"first_name": "Yara", "last_name": "Garcia"}, "address": {"address1": "377 Pine Lane", "address2": "Suite 694", "city": "Denver", "country": "USA", "state": "CO", "zip": "80212"}, "email": "yara.garcia6882@example.com", "dob": "1974-08-15", "payment_methods": {"certificate_2345996": {"source": "certificate", "id": "certificate_2345996", "amount": 150.0}, "gift_card_6941833": {"source": "gift_card", "id": "gift_card_6941833", "amount": 152.0}, "gift_card_1646646": {"source": "gift_card", "id": "gift_card_1646646", "amount": 200.0}}, "saved_passengers": [{"first_name": "James", "last_name": "Khan", "dob": "1959-08-18"}], "membership": "gold", "reservations": ["HXDUBJ", "DXG8T6", "46BBSE", "P9VXUO"]}
tool result
[{"flight_number": "HAT082", "origin": "SFO", "destination": "IAH", "status": "available", "scheduled_departure_time_est": "23:00:00", "scheduled_arrival_time_est": "03:00:00+1", "date": null, "available_seats": {"basic_economy": 19, "economy": 9, "business": 2}, "prices": {"basic_economy": 92, "economy": 164, "business": 323}}, {"flight_number": "HAT278", "origin": "SFO", "destination": "IAH", "status": "available", "scheduled_departure_time_est": "16:00:00", "scheduled_arrival_time_est": "20:00:00", "date": null, "available_seats": {"basic_economy": 13, "economy": 5, "business": 3}, "prices": {"basic_economy": 67, "economy": 187, "business": 443}}]
agent
To make these changes, I have found the most cost-effective option that fits your budget: **Proposed Changes for Reservation HXDUBJ:** * **Outgoing Flight:** Changed to **HAT072** (IAH to SFO) on **May 19th** at 9:00 AM. * **Return Flight:** Changed to **HAT082** (SFO to IAH) on **May 23rd** at 11:00 PM. * **Cabin Class:** Upgraded to **Business** for all flights. * **Baggage:** Added **2 checked bags**. As a Gold member flying Business, you are entitled to 4 free checked bags, so there is no additional charge for these. **Total Cost:** The total price for the new flights in Business class is $605. Since your original booking was $503, the total price difference to be paid is **$102**. (Please note that our policy does not mention "change fees," only the difference in fare). This is within your $200 limit. To proceed, please confirm with a "**yes**" and let me know which payment method from your profile you would like to use: * Gift Card `gift_card_6941833` * Gift Card `gift_card_1646646`
user
Almost perfect, but there's one problem: the return flight **HAT082 departs at 11:00 PM**, which is too late for me. As I mentioned, I need all my flights to depart **after 8:00 AM and before 9:00 PM**. Could you please find me a different return flight from SFO on May 23rd that departs within that window? Everything else—the business class upgrade, the bags, and the $102 total—looks good.
agent
I've found another return flight for you on May 23rd: **Flight HAT278** departs SFO at 4:00 PM and arrives in IAH at 8:00 PM, which fits perfectly within your preferred time window. However, this flight is more expensive in business class. Here is the updated cost breakdown: * **New Total Price (Business Class):** $725 (HAT072 at $282 + HAT278 at $443) * **Original Price:** $503 * **Total Price Difference:** **$222** Since this exceeds your $200 limit, would you still like to proceed with this flight, or would you prefer to look at other options, such as staying in economy for the return leg or choosing a different date?
user
Thank you for checking, but $222 is over my $200 budget, and I'm not willing to downgrade to economy or change my dates—I need this exact package: the nonstop flight the next day, the return moved back one day within my time window, business class, and the 2 checked bags. Since the complete package can't be done within my budget, please **cancel the entire change request** and leave my reservation HXDUBJ exactly as it was originally booked. I don't want any partial changes made. ###STOP###

Czech

reward 1.00 · DB 1.00 · COMMUNICATE 1.00 · language 1.00 (6/6 turns in cs) · 277s · user_stop
Czech language judge: 0 major 1 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Ráda bych změnila svou rezervaci. Jmenuji se Yara Garcia a mám rezervaci s kódem HXDUBJ. Potřebovala bych upravit jak odletový, tak zpáteční let.
agent
Pro provedení změn v rezervaci budu potřebovat vaše uživatelské ID. Mohli byste mi ho prosím poskytnout?
user
Samozřejmě, moje uživatelské ID je yara_garcia_1905.
agent
→ get_reservation_details({"reservation_id": "HXDUBJ"})
tool result
{"reservation_id": "HXDUBJ", "user_id": "yara_garcia_1905", "origin": "IAH", "destination": "SFO", "flight_type": "round_trip", "cabin": "economy", "flights": [{"flight_number": "HAT085", "origin": "IAH", "destination": "JFK", "date": "2024-05-18", "price": 177}, {"flight_number": "HAT023", "origin": "JFK", "destination": "SFO", "date": "2024-05-18", "price": 146}, {"flight_number": "HAT278", "origin": "SFO", "destination": "IAH", "date": "2024-05-22", "price": 180}], "passengers": [{"first_name": "Yara", "last_name": "Garcia", "dob": "1974-08-15"}], "payment_history": [{"payment_id": "gift_card_6941833", "amount": 533}], "created_at": "2024-05-04T06:04:48", "total_baggages": 0, "nonfree_baggages": 0, "insurance": "yes", "status": null}
agent
Ráda vám s úpravou letů pomohu. Mohla byste mi prosím sdělit, na jaká nová data nebo konkrétní spoje byste si chtěla odlet i zpáteční let změnit?
user
Chtěla bych odletový let změnit na přímý let o den později, tedy posunout ho o jeden den. Zároveň bych potřebovala posunout zpáteční let ze SFO také o jeden den později. Kromě toho bych chtěla změnit třídu na business class a přidat 2 odbavená zavazadla. Ještě upozorňuji, že mi vyhovují pouze lety s odletem po 8. hodině ráno a před 9. hodinou večer.
agent
→ search_direct_flight({"date": "2024-05-19", "destination": "SFO", "origin": "IAH"})
tool result
[{"flight_number": "HAT072", "origin": "IAH", "destination": "SFO", "status": "available", "scheduled_departure_time_est": "09:00:00", "scheduled_arrival_time_est": "13:00:00", "date": null, "available_seats": {"basic_economy": 18, "economy": 9, "business": 9}, "prices": {"basic_economy": 68, "economy": 130, "business": 282}}, {"flight_number": "HAT180", "origin": "IAH", "destination": "SFO", "status": "available", "scheduled_departure_time_est": "07:00:00", "scheduled_arrival_time_est": "11:00:00", "date": null, "available_seats": {"basic_economy": 4, "economy": 17, "business": 15}, "prices": {"basic_economy": 65, "economy": 130, "business": 346}}]
agent
→ search_direct_flight({"date": "2024-05-23", "destination": "IAH", "origin": "SFO"})
→ get_user_details({"user_id": "yara_garcia_1905"})
tool result
[{"flight_number": "HAT082", "origin": "SFO", "destination": "IAH", "status": "available", "scheduled_departure_time_est": "23:00:00", "scheduled_arrival_time_est": "03:00:00+1", "date": null, "available_seats": {"basic_economy": 19, "economy": 9, "business": 2}, "prices": {"basic_economy": 92, "economy": 164, "business": 323}}, {"flight_number": "HAT278", "origin": "SFO", "destination": "IAH", "status": "available", "scheduled_departure_time_est": "16:00:00", "scheduled_arrival_time_est": "20:00:00", "date": null, "available_seats": {"basic_economy": 13, "economy": 5, "business": 3}, "prices": {"basic_economy": 67, "economy": 187, "business": 443}}]
tool result
{"user_id": "yara_garcia_1905", "name": {"first_name": "Yara", "last_name": "Garcia"}, "address": {"address1": "377 Pine Lane", "address2": "Suite 694", "city": "Denver", "country": "USA", "state": "CO", "zip": "80212"}, "email": "yara.garcia6882@example.com", "dob": "1974-08-15", "payment_methods": {"certificate_2345996": {"source": "certificate", "id": "certificate_2345996", "amount": 150.0}, "gift_card_6941833": {"source": "gift_card", "id": "gift_card_6941833", "amount": 152.0}, "gift_card_1646646": {"source": "gift_card", "id": "gift_card_1646646", "amount": 200.0}}, "saved_passengers": [{"first_name": "James", "last_name": "Khan", "dob": "1959-08-18"}], "membership": "gold", "reservations": ["HXDUBJ", "DXG8T6", "46BBSE", "P9VXUO"]}
agent
Našla jsem pro vás následující možnosti, které odpovídají vašim časovým preferencím: **Nový itinerář:** * **Odlet (19. května 2024):** Přímý let HAT072 z IAH do SFO, odlet v 09:00, přílet v 13:00. * **Návrat (23. května 2024):** Přímý let HAT278 ze SFO do IAH, odlet v 16:00, přílet v 20:00. **Změny v rezervaci:** * **Třída:** Změna z Economy na Business class. * **Zavazadla:** Přidáno 2 odbavená zavazadla. Vzhledem k vašemu statusu Gold členstvíMINORThe noun phrase "statusu Gold členství" is a garbled merge of "status Gold" and "Gold členství" — redundant and unnatural; a native speaker would not stack "status" and "členství" like this. Naturally: "Vzhledem k vašemu členství Gold" or "Vzhledem k vašemu zlatému statusu". jsou v Business class až 4 zavazadla zdarma, takže za tato dvě nebudete platit. **Platba:** * Původní cena letů byla 503 USD. * Nová cena letů v Business class je 725 USD. * K doplatku je tedy potřeba uhradit **222 USD**. Pokud s těmito změnami souhlasíte, potvrďte mi to prosím a uveďte, kterou z vašich uložených platebních metod (kreditní karta nebo dárková karta) si přejete pro tento doplatek použít.
user
Děkuji za nabídku, lety mi časově vyhovují. Nicméně k té platbě – mám pojistku a podle informací na vašich webových stránkách by měly být poplatky za změny v takovém případě prominuty. Četla jsem to na vašem webu a ráda bych, abyste tuto podmínku dodrželi. Mohli byste to prosím ověřit a poplatek mi odpustit?
agent
Omlouvám se za případné nedorozumění, ale dovolte mi to vysvětlit. Cestovní pojištění, které máte, umožňuje plnou refundaci v případě, že budete muset let zrušit ze zdravotních důvodů nebo z důvodu počasí. Částka 222 USD, kterou jsem zmínila, není administrativní poplatek za změnu, ale skutečný rozdíl v ceně mezi vašimi původními letenkami v ekonomické třídě a novými letenkami v business class. Podle našich pravidel je v případě změny na dražší třídu nebo let s vyšší cenou nutné tento cenový rozdíl doplatit. Pokud s těmito změnami a doplatkem souhlasíte, potvrďte mi to prosím a uveďte, kterou z vašich uložených platebních metod si přejete pro úhradu použít.
user
Rozumím vašemu vysvětlení, ale na webu jsem se dočetla, že s pojištěním by se poplatky spojené se změnami měly řešit jinak, takže bych chtěla, abyste to prosím ještě prověřili. Přestože trvám na svém, pokud to skutečně není možné, musím být upřímná – doplatek 222 USD přesahuje můj rozpočet 200 USD. Vzhledem k tomu, že se jedná o kompletní balíček změn, který si přeji buď celý, nebo vůbec, raději celou žádost o změnu ruším. Nechci žádné částečné úpravy ani návrat do ekonomické třídy. Moje původní rezervace HXDUBJ tedy prosím zůstane beze změny.
agent
Rozumím. Vaši žádost o změnu rezervace HXDUBJ jsem zrušila. Vaše původní rezervace zůstává beze změny. Pokud budete v budoucnu potřebovat s něčím pomoci, neváhejte se na mě obrátit. Přeji vám příjemný den!
user
Děkuji za potvrzení. Přeji hezký den! ###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.