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

English vs Czech · task 57

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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 wonder when is your order W4284542 is arriving. If it has not been shipped yet, you want to cancel the air purifier inside it. If you cannot cancel just the air purifier, you want to cancel the whole order and refund to gift card. If you cannot refund to the gift card, no cancelation at all.
known to the user
You are ivan_hernandez_6923 living in San Diego, 92133.
deliberately unknown
You do not know your email.
how to behave
You are polite but brief and firm.
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
reward basis
DB, NL_ASSERTION

English

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (7/7 turns in en) · 290s · user_stop
agent
Hi! How can I help you today?
user
Hi, I'd like to check on the status of my order W4284542. When is it expected to arrive?
agent
Hello! To help you with your order, I need to authenticate your identity first. Could you please provide your email address associated with your account?
user
I don't remember my email address, unfortunately. My name is Ivan Hernandez and I'm in San Diego, 92133. Can you look me up another way?
agent
→ find_user_id_by_name_zip({"first_name": "Ivan", "last_name": "Hernandez", "zip": "92133"})
tool result
ivan_hernandez_6923
agent
→ get_order_details({"order_id": "#W4284542"})
tool result
{"order_id": "#W4284542", "user_id": "ivan_hernandez_6923", "address": {"address1": "659 Broadway", "address2": "Suite 690", "city": "Dallas", "country": "USA", "state": "TX", "zip": "75322"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "1689914594", "price": 315.2, "options": {"color": "red", "battery life": "10 hours", "water resistance": "no"}}, {"name": "Smartphone", "product_id": "1801728040", "item_id": "1507389580", "price": 1157.86, "options": {"color": "black", "storage": "128GB", "RAM": "8GB", "screen size": "5.8-inch"}}, {"name": "Air Purifier", "product_id": "3821016478", "item_id": "8302289002", "price": 547.55, "options": {"room size": "large", "filter type": "HEPA", "features": "night mode"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 2020.61, "payment_method_id": "credit_card_7455506"}], "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've checked your order #W4284542, and I can see that it's currently in "pending" status. This means your order hasn't been processed or shipped yet, so there's no expected arrival time at this moment. Your order includes: - Bluetooth Speaker (red, 10 hours battery life, no water resistance) - $315.20 - Smartphone (black, 128GB storage, 8GB RAM, 5.8-inch screen) - $1,157.86 - Air Purifier (large room size, HEPA filter, night mode) - $547.55 Total: $2,020.61 Once your order is processed and shipped, you'll receive tracking information via email. Is there anything else I can help you with regarding this order?
user
Since it hasn't shipped yet, I'd like to cancel just the air purifier from that order. Can you do that?
agent
I'm sorry, but our system doesn't allow cancelling individual items from a pending order. You can only cancel the entire order, or modify the item to a different variant of the same product (for example, a different color or feature). If you'd like to cancel the entire order #W4284542, I can help you with that. Please let me know if you'd like to proceed with cancelling the whole order, or if you'd prefer to modify the air purifier to a different option.
user
Okay, then I'd like to cancel the whole order. But I want the refund to go to a gift card, not back to the original payment method. Is that possible?
agent
I can help you cancel the entire order #W4284542. However, according to our policy, refunds for cancellations must be processed back to the original payment method used for the purchase. Since your order was paid with a credit card, the refund will be processed back to that credit card within 5-7 business days. It cannot be redirected to a gift card. To proceed with the cancellation, I'll need to know the reason. Please choose either `no longer needed` or `ordered by mistake`. Once you confirm the reason and agree to the refund policy, I can process the cancellation for you.
user
If the refund can't go to a gift card, then I don't want to cancel at all. Please leave the order as is.
agent
Understood. I'll leave your order #W4284542 as is. The order will remain in "pending" status until it's processed and shipped. Is there anything else I can assist you with today?
user
No, that's all. Thank you for your help.
agent
You're very welcome! I'm glad I could help clarify the options for your order. If you have any other questions or need assistance in the future, please don't hesitate to reach out. Have a great day!
user
###STOP###

Czech

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (6/6 turns in cs) · 137s · user_stop
Czech language judge: 0 major 4 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den, rád bych se zeptal, kdy dorazí moje objednávka W4284542.
agent
Dobrý den! Pro ověření vaší identity a poskytnutí informací o vaší objednávce potřebuji nejprve ověřit váš účet. Můžete mi prosím poskytnout svou e-mailovou adresu, nebo své jméno, příjmení a PSČ?
user
E-mail bohužel nevím, ale jmenuji se Ivan Hernandez, uživatelské jméno ivan_hernandez_6923, a PSČ je 92133, San Diego.
agent
→ find_user_id_by_name_zip({"first_name": "Ivan", "last_name": "Hernandez", "zip": "92133"})
tool result
ivan_hernandez_6923
agent
→ get_order_details({"order_id": "#W4284542"})
tool result
{"order_id": "#W4284542", "user_id": "ivan_hernandez_6923", "address": {"address1": "659 Broadway", "address2": "Suite 690", "city": "Dallas", "country": "USA", "state": "TX", "zip": "75322"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "1689914594", "price": 315.2, "options": {"color": "red", "battery life": "10 hours", "water resistance": "no"}}, {"name": "Smartphone", "product_id": "1801728040", "item_id": "1507389580", "price": 1157.86, "options": {"color": "black", "storage": "128GB", "RAM": "8GB", "screen size": "5.8-inch"}}, {"name": "Air Purifier", "product_id": "3821016478", "item_id": "8302289002", "price": 547.55, "options": {"room size": "large", "filter type": "HEPA", "features": "night mode"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 2020.61, "payment_method_id": "credit_card_7455506"}], "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
Dobrý den, pane Hernandezu, Na základě informací o vaší objednávce #W4284542 mohu vám sdělit následující: - **Stav objednávky**: pending (čekající na zpracování) - **Položky v objednávce**: - Bluetooth Speaker (červený, 10 hodin výdrž baterie, bez vodotěsnosti) - 315,20 $ - Smartphone (černý, 128GB, 8GB RAM, 5,8-palcový displej) - 1157,86 $ - Air Purifier (pro velké místnosti, HEPA filtr, noční režim) - 547,55 $ - **Celková částka**: 2020,61 $ - **Způsob platby**: kreditní karta Vaše objednávka je stále ve stavu "pending", což znamená, že ještě nebyla zpracována a odeslána. Jakmile bude objednávka zpracována a odeslána, obdržíte e-mail s informacemi o expedici a sledovací číslo zásilky. Pokud máte další dotazy nebo potřebujete pomoc s touto objednávkou, rád vám pomohu.
user
Dobře, děkuji. Protože objednávka ještě nebyla odeslána, rád bych z ní zrušil ten čistič vzduchu (Air Purifier). Je to možné?
agent
Omlouvám se, ale u čekajících objednávek bohužel nelze jednotlivé položky odstranit. Systém umožňuje pouze změnit možnosti položek (např. barvu, velikost, kapacitu) na jinou dostupnou variantu stejného produktuMINORAwkward collocation: "změnit možnosti položek na jinou variantu" mixes two frames and reads like a translation. A native speaker would write "vyměnit položku za jinou dostupnou variantu stejného produktu" or "změnit parametry položky (např. barvu, velikost, kapacitu)"., nebo zrušit celou objednávku. Pokud byste chtěl zrušit celou objednávku #W4284542, prosím potvrďte, zda chcete pokračovat, a uveďte důvod zrušení (musí být buď `no longer needed` nebo `ordered by mistake`). Jakmile mi potvrdíte, rád vám pomohu s dalším postupem.MINORThe transitive verb "potvrdit" is missing its object; a native speaker would write "Jakmile mi to potvrdíte, rád vám pomohu s dalším postupem."
user
Rozumím. V tom případě bych chtěl zrušit celou objednávku, ale pouze pokud lze vrácenou částku připsat na dárkovou kartu. Je to možné?
agent
Podle našich pravidel se při zrušení objednávky vrátí platba automaticky na původní platební metoduMINOR"platební metoda" is a calque of the English "payment method"; natural Czech is "způsob platby" (which the agent itself used earlier) or "platební prostředek": "vrátí se platba automaticky na původní způsob platby"., tedy na kreditní kartu, kterou jste použil při objednávce. Vrácení na dárkovou kartu není možné. Pokud s tímto souhlasíte, prosím potvrďte zrušení objednávky #W4284542 a uveďte důvod (musí být buď `no longer needed` nebo `ordered by mistake`). Jakmile mi potvrdíte, rád akci provedu.MINORThe transitive verb "potvrdit" is missing its object; a native speaker would write "Jakmile mi to potvrdíte, rád akci provedu."
user
V tom případě objednávku nerušte. Děkuji za informace.
agent
V pořádku, objednávku #W4284542 tedy necháme v platnosti a ve stavu "pending". Pokud byste v budoucnu potřeboval pomoc s úpravou položek, změnou adresy nebo jakoukoli jinou službou, neváhejte se na mě obrátit. Přeji vám hezký den!
user
Děkuji, 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.