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

English vs Czech · task 17

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tasks in both (trial 1): 0 1 10 100 101 102 103 104 105 106 107 108 109 11 110 111 112 113 12 13 14 15 16 17 18 19 2 20 21 22 23 24 25 26 27 28 29 3 30 31 32 33 34 35 36 37 38 39 4 40 41 42 43 44 45 46 47 48 49 5 50 51 52 53 54 55 56 57 58 59 6 60 61 62 63 64 65 66 67 68 69 7 70 71 72 73 74 75 76 77 78 79 8 80 81 82 83 84 85 86 87 88 89 9 90 91 92 93 94 95 96 97 98 99
Customer briefuser simulator only
reason for call
You want to change #W8665881 to be delivered to Suite 641 instead.
known to the user
You are Fatima Johnson in zipcode 78712.
deliberately unknown
You do not remember your email address
how to behave
You are a private person that does not want to reveal much about yourself.
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
# Retail agent policy As a retail agent, you can help users: - **cancel or modify pending orders** - **return or exchange delivered orders** - **modify their default user address** - **provide information about their own profile, orders, and related products** At the beginning of the conversation, you have to authenticate the user identity by locating their user id via email, or via name + zip code. This has to be done even when the user already provides the user id. Once the user has been authenticated, you can provide the user with information about order, product, profile information, e.g. help the user look up order id. You can only help one user per conversation (but you can handle multiple requests from the same user), and must deny any requests for tasks related to any other user. Before taking any action that updates the database (cancel, modify, return, exchange), you must list the action details and obtain explicit user confirmation (yes) to proceed. You should not make up any information or knowledge or procedures not provided by the user or the tools, or give subjective recommendations or comments. You should at most make one tool call at a time, and if you take a tool call, you should not respond to the user at the same time. 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 - All times in the database are EST and 24 hour based. For example "02:30:00" means 2:30 AM EST. ### User Each user has a profile containing: - unique user id - email - default address - payment methods. There are three types of payment methods: **gift card**, **paypal account**, **credit card**. ### Product Our retail store has 50 types of products. For each **type of product**, there are **variant items** of different **options**. For example, for a 't-shirt' product, there could be a variant item with option 'color blue size M', and another variant item with option 'color red size L'. Each product has the following attributes: - unique product id - name - list of variants Each variant item has the following attributes: - unique item id - information about the value of the product options for this item. - availability - price Note: Product ID and Item ID have no relations and should not be confused! ### Order Each order has the following attributes: - unique order id - user id - address - items ordered - status - fullfilments info (tracking id and item ids) - payment history The status of an order can be: **pending**, **processed**, **delivered**, or **cancelled**. Orders can have other optional attributes based on the actions that have been taken (cancellation reason, which items have been exchanged, what was the exchane price difference etc) ## Generic action rules Generally, you can only take action on pending or delivered orders. Exchange or modify order tools can only be called once per order. Be sure that all items to be changed are collected into a list before making the tool call!!! ## Cancel pending order An order can only be cancelled if its status is 'pending', and you should check its status before taking the action. The user needs to confirm the order id and the reason (either 'no longer needed' or 'ordered by mistake') for cancellation. Other reasons are not acceptable. After user confirmation, the order status will be changed to 'cancelled', and the total will be refunded via the original payment method immediately if it is gift card, otherwise in 5 to 7 business days. ## Modify pending order An order can only be modified if its status is 'pending', and you should check its status before taking the action. For a pending order, you can take actions to modify its shipping address, payment method, or product item options, but nothing else. ### Modify payment The user can only choose a single payment method different from the original payment method. If the user wants the modify the payment method to gift card, it must have enough balance to cover the total amount. After user confirmation, the order status will be kept as 'pending'. The original payment method will be refunded immediately if it is a gift card, otherwise it will be refunded within 5 to 7 business days. ### Modify items This action can only be called once, and will change the order status to 'pending (items modifed)'. The agent will not be able to modify or cancel the order anymore. So you must confirm all the details are correct and be cautious before taking this action. In particular, remember to remind the customer to confirm they have provided all the items they want to modify. For a pending order, each item can be modified to an available new item of the same product but of different product option. There cannot be any change of product types, e.g. modify shirt to shoe. The user must provide a payment method to pay or receive refund of the price difference. If the user provides a gift card, it must have enough balance to cover the price difference. ## Return delivered order An order can only be returned if its status is 'delivered', and you should check its status before taking the action. The user needs to confirm the order id and the list of items to be returned. The user needs to provide a payment method to receive the refund. The refund must either go to the original payment method, or an existing gift card. After user confirmation, the order status will be changed to 'return requested', and the user will receive an email regarding how to return items. ## Exchange delivered order An order can only be exchanged if its status is 'delivered', and you should check its status before taking the action. In particular, remember to remind the customer to confirm they have provided all items to be exchanged. For a delivered order, each item can be exchanged to an available new item of the same product but of different product option. There cannot be any change of product types, e.g. modify shirt to shoe. The user must provide a payment method to pay or receive refund of the price difference. If the user provides a gift card, it must have enough balance to cover the price difference. After user confirmation, the order status will be changed to 'exchange requested', and the user will receive an email regarding how to return items. There is no need to place a new order.
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
database actions required
  • find_user_id_by_name_zip({"first_name": "Fatima", "last_name": "Johnson", "zip": "78712"})
  • get_user_details({"user_id": "fatima_johnson_7581"})
  • get_order_details({"order_id": "#W5199551"})
  • get_order_details({"order_id": "#W8665881"})
  • get_order_details({"order_id": "#W9389413"})
  • modify_pending_order_address({"order_id": "#W8665881", "address1": "123 Elm Street", "address2": "Suite 641", "city": "Austin", "state": "TX", "country": "USA", "zip": "78712"})
reward basis
DB, NL_ASSERTION

English

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (5/5 turns in en) · 121s · user_stop
agent
Hi! How can I help you today?
user
Hi, I need to change the delivery address on one of my orders. It's order number W8665881 — I'd like it delivered to Suite 641 instead of whatever address is currently on there.
agent
To modify the delivery address, I first need to authenticate your identity. Could you please provide your email address or your full name and zip code?
user
I don't remember which email I used for the order. I can give you my name and zip code though — it's Fatima Johnson, 78712.
agent
→ find_user_id_by_name_zip({"first_name": "Fatima", "last_name": "Johnson", "zip": "78712"})
tool result
fatima_johnson_7581
agent
→ get_order_details({"order_id": "#W8665881"})
tool result
{"order_id": "#W8665881", "user_id": "fatima_johnson_7581", "address": {"address1": "123 Elm Street", "address2": "Suite 640", "city": "Austin", "country": "USA", "state": "TX", "zip": "78712"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "5855700373", "price": 293.46, "options": {"color": "black", "battery life": "10 hours", "water resistance": "yes"}}, {"name": "Smart Watch", "product_id": "6945232052", "item_id": "9408160950", "price": 381.26, "options": {"color": "gold", "band material": "leather", "display": "LCD"}}, {"name": "Dumbbell Set", "product_id": "7233192239", "item_id": "4422467033", "price": 483.47, "options": {"weight range": "30-50 lbs", "material": "urethane", "set type": "adjustable"}}, {"name": "Espresso Machine", "product_id": "4354588079", "item_id": "1157853815", "price": 3096.7, "options": {"pressure": "19 bar", "capacity": "2L", "type": "capsule"}}, {"name": "Action Camera", "product_id": "3377618313", "item_id": "8725040869", "price": 522.86, "options": {"resolution": "4K", "waterproof": "no", "color": "black"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 4777.75, "payment_method_id": "paypal_5364164"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
I see that your order `#W8665881` is currently pending, so I can certainly help you modify the delivery address. The current address is 123 Elm Street, Suite 640, Austin, TX, 78712, USA. You mentioned you would like the new delivery address to be Suite 641. Could you please provide the complete new address, including the street address (Address 1), city, state, country, and zip code?
user
Yes, everything else stays the same — it's just the suite number that needs to change. So it would be 123 Elm Street, Suite 641, Austin, TX, 78712, USA.
agent
I have the details for the address change on order `#W8665881`. **Current Address:** 123 Elm Street, Suite 640, Austin, TX, 78712, USA **New Address:** 123 Elm Street, Suite 641, Austin, TX, 78712, USA Please confirm if you would like me to proceed with modifying the shipping address to the new details. (Yes/No)
user
Yes, that's correct. Please go ahead.
agent
→ modify_pending_order_address({"address1": "123 Elm Street", "address2": "Suite 641", "city": "Austin", "country": "USA", "order_id": "#W8665881", "state": "TX", "zip": "78712"})
tool result
{"order_id": "#W8665881", "user_id": "fatima_johnson_7581", "address": {"address1": "123 Elm Street", "address2": "Suite 641", "city": "Austin", "country": "USA", "state": "TX", "zip": "78712"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "5855700373", "price": 293.46, "options": {"color": "black", "battery life": "10 hours", "water resistance": "yes"}}, {"name": "Smart Watch", "product_id": "6945232052", "item_id": "9408160950", "price": 381.26, "options": {"color": "gold", "band material": "leather", "display": "LCD"}}, {"name": "Dumbbell Set", "product_id": "7233192239", "item_id": "4422467033", "price": 483.47, "options": {"weight range": "30-50 lbs", "material": "urethane", "set type": "adjustable"}}, {"name": "Espresso Machine", "product_id": "4354588079", "item_id": "1157853815", "price": 3096.7, "options": {"pressure": "19 bar", "capacity": "2L", "type": "capsule"}}, {"name": "Action Camera", "product_id": "3377618313", "item_id": "8725040869", "price": 522.86, "options": {"resolution": "4K", "waterproof": "no", "color": "black"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 4777.75, "payment_method_id": "paypal_5364164"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
The shipping address for your order `#W8665881` has been successfully updated to 123 Elm Street, Suite 641, Austin, TX, 78712, USA. Is there anything else I can assist you with regarding this order or your account?
user
No, that's all I needed. Thank you for your help. ###STOP###

Czech

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (5/5 turns in cs) · 149s · user_stop
Czech language judge: 0 major 2 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den, potřebovala bych změnit doručovací adresu u své objednávky #W8665881. Chtěla bych, aby byla doručena na Suite 641. Šlo by to zařídit?
agent
Abych mohla změnit doručovací adresu pro objednávku #W8665881, musím nejprve ověřit vaši identitu. Mohla byste mi prosím sdělit svůj e-mail, nebo jméno, příjmení a poštovní směrovací číslo?
user
E-mail si bohužel nepamatuji, ale můžu vám sdělit jméno a poštovní směrovací číslo. Jmenuji se Fatima Johnson a PSČ je 78712.
agent
→ find_user_id_by_name_zip({"first_name": "Fatima", "last_name": "Johnson", "zip": "78712"})
tool result
fatima_johnson_7581
agent
→ get_order_details({"order_id": "#W8665881"})
tool result
{"order_id": "#W8665881", "user_id": "fatima_johnson_7581", "address": {"address1": "123 Elm Street", "address2": "Suite 640", "city": "Austin", "country": "USA", "state": "TX", "zip": "78712"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "5855700373", "price": 293.46, "options": {"color": "black", "battery life": "10 hours", "water resistance": "yes"}}, {"name": "Smart Watch", "product_id": "6945232052", "item_id": "9408160950", "price": 381.26, "options": {"color": "gold", "band material": "leather", "display": "LCD"}}, {"name": "Dumbbell Set", "product_id": "7233192239", "item_id": "4422467033", "price": 483.47, "options": {"weight range": "30-50 lbs", "material": "urethane", "set type": "adjustable"}}, {"name": "Espresso Machine", "product_id": "4354588079", "item_id": "1157853815", "price": 3096.7, "options": {"pressure": "19 bar", "capacity": "2L", "type": "capsule"}}, {"name": "Action Camera", "product_id": "3377618313", "item_id": "8725040869", "price": 522.86, "options": {"resolution": "4K", "waterproof": "no", "color": "black"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 4777.75, "payment_method_id": "paypal_5364164"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
Děkuji, Fatima. Potvrzuji, že jste ověřena. Objednávka #W8665881 je v aktuálním stavu 'pending'MINORMild calque of English 'is in its current state'. A native speaker would phrase it as 'Objednávka #W8665881 je aktuálně ve stavu 'pending'' or 'Objednávka #W8665881 má aktuálně stav 'pending''., takže změna doručovací adresy je možná. Změníte adresu na Suite 641. Abych mohla změnu provést, potřebuji od vás kompletní novou adresu: 1. **První řádek adresy** (např. 123 Elm Street): 2. **Druhý řádek adresy** (např. Suite 641): 3. **Město**: 4. **Stát**: 5. **Země**: 6. **PSČ**: Jakmile mi poskytnete všechny tyto informace, provedu změnu a požádám o vaše potvrzení.
user
Já bych chtěla změnit pouze číslo apartmánu – zbytek adresy by měl zůstat stejný, jaký je u objednávky teď. Takže druhý řádek adresy by měl být Suite 641, ostatní údaje se nemění. Nešlo by to takto upravit?
agent
Rozumím. Změníme pouze druhý řádek adresy. Potvrzuji, že objednávka #W8665881 bude mít novou doručovací adresu: * **První řádek adresy:** 123 Elm Street * **Druhý řádek adresy:** Suite 641 * **Město:** Austin * **Stát:** TX * **Země:** USA * **PSČ:** 78712 Chcete, abych tuto změnu prováděla?MINORWrong verbal aspect: the imperfective 'prováděla' suggests an ongoing or repeated action. For a single, one-time change a native speaker uses the perfective: 'Chcete, abych tuto změnu provedla?' or 'Mám tuto změnu provést?'. Potřebuji vaše explicitní potvrzení (ano).
user
Ano, potvrzuji. Děkuji.
agent
→ modify_pending_order_address({"address1": "123 Elm Street", "address2": "Suite 641", "city": "Austin", "country": "USA", "order_id": "#W8665881", "state": "TX", "zip": "78712"})
tool result
{"order_id": "#W8665881", "user_id": "fatima_johnson_7581", "address": {"address1": "123 Elm Street", "address2": "Suite 641", "city": "Austin", "country": "USA", "state": "TX", "zip": "78712"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "5855700373", "price": 293.46, "options": {"color": "black", "battery life": "10 hours", "water resistance": "yes"}}, {"name": "Smart Watch", "product_id": "6945232052", "item_id": "9408160950", "price": 381.26, "options": {"color": "gold", "band material": "leather", "display": "LCD"}}, {"name": "Dumbbell Set", "product_id": "7233192239", "item_id": "4422467033", "price": 483.47, "options": {"weight range": "30-50 lbs", "material": "urethane", "set type": "adjustable"}}, {"name": "Espresso Machine", "product_id": "4354588079", "item_id": "1157853815", "price": 3096.7, "options": {"pressure": "19 bar", "capacity": "2L", "type": "capsule"}}, {"name": "Action Camera", "product_id": "3377618313", "item_id": "8725040869", "price": 522.86, "options": {"resolution": "4K", "waterproof": "no", "color": "black"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 4777.75, "payment_method_id": "paypal_5364164"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
Změna doručovací adresy pro objednávku #W8665881 byla úspěšně provedena. Nová adresa je nyní Suite 641, 123 Elm Street, Austin, TX, 78712, USA. Pokud máte další dotazy ohledně vaší objednávky nebo profilu, dejte mi prosím vědět!
user
Děkuji za pomoc, to je vše. 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.