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

English vs Czech · task 73

← all cells
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 return everything you just bought except the coffee machine.
known to the user
You name is Fatima Wilson and your email is fatima.wilson5721@example.com.
how to behave
You are polite, flexible, creative.
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
  • return_delivered_order_items({"order_id": "#W5272531", "item_ids": ["7228247242", "2698416822", "8098621301", "3320557165"], "payment_method_id": "credit_card_6824399"})
reward basis
DB, NL_ASSERTION

English

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (4/4 turns in en) · 143s · user_stop
agent
Hi! How can I help you today?
user
Hi there! I recently placed an order with you all, and I'm hoping to return most of the items. I just got everything delivered, and after thinking it over, I'd like to send back everything except the coffee machine — that one's a keeper! Could you help me get that process started?
agent
I can certainly help you start the return process for your delivered order. Before we proceed, I need to authenticate your identity to access your order details. Could you please provide me with your email address, or your full name and zip code?
user
Of course! My email address is fatima.wilson5721@example.com.
agent
→ find_user_id_by_email({"email": "fatima.wilson5721@example.com"})
tool result
fatima_wilson_7472
agent
→ get_user_details({"user_id": "fatima_wilson_7472"})
tool result
{"user_id": "fatima_wilson_7472", "name": {"first_name": "Fatima", "last_name": "Wilson"}, "address": {"address1": "167 Willow Lane", "address2": "Suite 624", "city": "San Diego", "country": "USA", "state": "CA", "zip": "92183"}, "email": "fatima.wilson5721@example.com", "payment_methods": {"credit_card_6824399": {"source": "credit_card", "id": "credit_card_6824399", "brand": "visa", "last_four": "8991"}}, "orders": ["#W5272531"]}
agent
→ get_order_details({"order_id": "#W5272531"})
tool result
{"order_id": "#W5272531", "user_id": "fatima_wilson_7472", "address": {"address1": "167 Willow Lane", "address2": "Suite 624", "city": "San Diego", "country": "USA", "state": "CA", "zip": "92183"}, "items": [{"name": "Electric Toothbrush", "product_id": "7352963235", "item_id": "3320557165", "price": 188.67, "options": {"color": "blue", "speed settings": "high", "battery type": "AA batteries"}}, {"name": "Electric Kettle", "product_id": "1075968781", "item_id": "2698416822", "price": 149.45, "options": {"capacity": "1.5L", "material": "plastic", "color": "white"}}, {"name": "Electric Toothbrush", "product_id": "7352963235", "item_id": "8098621301", "price": 192.15, "options": {"color": "black", "speed settings": "high", "battery type": "rechargeable"}}, {"name": "Hiking Boots", "product_id": "7363354090", "item_id": "7228247242", "price": 251.38, "options": {"size": "10", "material": "leather", "waterproof": "yes"}}, {"name": "Espresso Machine", "product_id": "4354588079", "item_id": "7441167885", "price": 2866.37, "options": {"pressure": "15 bar", "capacity": "1.5L", "type": "capsule"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["848454071657"], "item_ids": ["3320557165", "2698416822", "8098621301", "7228247242", "7441167885"]}], "payment_history": [{"transaction_type": "payment", "amount": 3648.02, "payment_method_id": "credit_card_6824399"}], "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 you want to return the following items from order **#W5272531**: * Electric Toothbrush (Item ID: 3320557165) * Electric Kettle (Item ID: 2698416822) * Electric Toothbrush (Item ID: 8098621301) * Hiking Boots (Item ID: 7228247242) You wish to keep the Espresso Machine (Item ID: 7441167885). To proceed with the return request, I need two things: 1. **Confirmation:** Please confirm that you want to return these specific items from order **#W5272531**. 2. **Refund Method:** Where would you like the refund to be applied? It can go to your original payment method (Visa ending in 8991) or an existing gift card.
user
Yes, that's exactly right — I'd like to return all four of those items and keep the espresso machine. For the refund, please go ahead and apply it to my original payment method, the Visa ending in 8991. That works best for me.
agent
→ return_delivered_order_items({"item_ids": ["3320557165", "2698416822", "8098621301", "7228247242"], "order_id": "#W5272531", "payment_method_id": "credit_card_6824399"})
tool result
{"order_id": "#W5272531", "user_id": "fatima_wilson_7472", "address": {"address1": "167 Willow Lane", "address2": "Suite 624", "city": "San Diego", "country": "USA", "state": "CA", "zip": "92183"}, "items": [{"name": "Electric Toothbrush", "product_id": "7352963235", "item_id": "3320557165", "price": 188.67, "options": {"color": "blue", "speed settings": "high", "battery type": "AA batteries"}}, {"name": "Electric Kettle", "product_id": "1075968781", "item_id": "2698416822", "price": 149.45, "options": {"capacity": "1.5L", "material": "plastic", "color": "white"}}, {"name": "Electric Toothbrush", "product_id": "7352963235", "item_id": "8098621301", "price": 192.15, "options": {"color": "black", "speed settings": "high", "battery type": "rechargeable"}}, {"name": "Hiking Boots", "product_id": "7363354090", "item_id": "7228247242", "price": 251.38, "options": {"size": "10", "material": "leather", "waterproof": "yes"}}, {"name": "Espresso Machine", "product_id": "4354588079", "item_id": "7441167885", "price": 2866.37, "options": {"pressure": "15 bar", "capacity": "1.5L", "type": "capsule"}}], "status": "return requested", "fulfillments": [{"tracking_id": ["848454071657"], "item_ids": ["3320557165", "2698416822", "8098621301", "7228247242", "7441167885"]}], "payment_history": [{"transaction_type": "payment", "amount": 3648.02, "payment_method_id": "credit_card_6824399"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": ["2698416822", "3320557165", "7228247242", "8098621301"], "return_payment_method_id": "credit_card_6824399"}
agent
Your return request for the four items from order **#W5272531** has been successfully submitted. The order status is now set to 'return requested'. You will receive an email shortly with detailed instructions on how and where to return your items. Please let me know if you have any other questions!
user
That's wonderful, thank you so much for your help! I'll keep an eye out for that email with the return instructions. Have a great day! ###STOP###

Czech

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (7/7 turns in cs) · 201s · user_stop
Czech language judge: 2 major 5 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Ráda bych vrátila zboží, které jsem si nedávno koupila. Konkrétně bych chtěla vrátit všechno kromě kávovaru – ten si chci nechat. Mohli byste mi s tím prosím pomoct?
agent
Rozumím. Chcete vrátit některé položky ze svého objednávkového záznamuMINOR"objednávkový záznam" is a calque of English "order record"; a native speaker would simply say "ze své objednávky".. Než mohu jakékoli akce provéstMINORCalque of "before I can take any action" with stiff word order; naturally "Než budu moci cokoli provést" or "Než cokoli podniknu"., musím nejprve ověřit vaši identitu. Mohla byste mi prosím poskytnout svůj e-mail, nebo jméno, příjmení a poštovní směrovací číslo?
user
Samozřejmě. Jmenuji se Fatima Wilson a můj e-mail je fatima.wilson5721@example.com.
agent
→ find_user_id_by_email({"email": "fatima.wilson5721@example.com"})
tool result
fatima_wilson_7472
agent
Děkuji, Fatima. Vaše identita byla ověřena. Abych mohla zpracovat váš požadavek na vrácení zboží, potřebuji znát číslo objednávky, ze které chcete položky vrátit. Jakmile mi poskytnete číslo objednávky, mohu zkontrolovat její stav a pomoci vám s dalším postupem.
user
Číslo objednávky teď bohužel nemám po ruce. Nešlo by ho prosím dohledat podle mého e-mailu? Ta objednávka je úplně čerstvá, nakupovala jsem nedávno.
agent
→ get_user_details({"user_id": "fatima_wilson_7472"})
tool result
{"user_id": "fatima_wilson_7472", "name": {"first_name": "Fatima", "last_name": "Wilson"}, "address": {"address1": "167 Willow Lane", "address2": "Suite 624", "city": "San Diego", "country": "USA", "state": "CA", "zip": "92183"}, "email": "fatima.wilson5721@example.com", "payment_methods": {"credit_card_6824399": {"source": "credit_card", "id": "credit_card_6824399", "brand": "visa", "last_four": "8991"}}, "orders": ["#W5272531"]}
agent
Na základě vašich údajů mám jednu nedávnou objednávku: **#W5272531**. Než se pustíme do vrácení, musím ověřit stav této objednávky. Mohu to udělat pro vás.
user
Ano, to bude ta správná objednávka. Prosím, ověřte její stav.
agent
→ get_order_details({"order_id": "#W5272531"})
tool result
{"order_id": "#W5272531", "user_id": "fatima_wilson_7472", "address": {"address1": "167 Willow Lane", "address2": "Suite 624", "city": "San Diego", "country": "USA", "state": "CA", "zip": "92183"}, "items": [{"name": "Electric Toothbrush", "product_id": "7352963235", "item_id": "3320557165", "price": 188.67, "options": {"color": "blue", "speed settings": "high", "battery type": "AA batteries"}}, {"name": "Electric Kettle", "product_id": "1075968781", "item_id": "2698416822", "price": 149.45, "options": {"capacity": "1.5L", "material": "plastic", "color": "white"}}, {"name": "Electric Toothbrush", "product_id": "7352963235", "item_id": "8098621301", "price": 192.15, "options": {"color": "black", "speed settings": "high", "battery type": "rechargeable"}}, {"name": "Hiking Boots", "product_id": "7363354090", "item_id": "7228247242", "price": 251.38, "options": {"size": "10", "material": "leather", "waterproof": "yes"}}, {"name": "Espresso Machine", "product_id": "4354588079", "item_id": "7441167885", "price": 2866.37, "options": {"pressure": "15 bar", "capacity": "1.5L", "type": "capsule"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["848454071657"], "item_ids": ["3320557165", "2698416822", "8098621301", "7228247242", "7441167885"]}], "payment_history": [{"transaction_type": "payment", "amount": 3648.02, "payment_method_id": "credit_card_6824399"}], "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
Objednávka **#W5272531** je stavu **doručená**MAJORMissing preposition: the idiom is "být ve stavu". Should be "je ve stavu doručena" or "má stav doručená"., takže vrácení je možné. Z vašeho požadavku vyplývá, že chcete vrátit následující položky, a nechat si **Espresso Machine** (item ID: 7441167885): * Electric Toothbrush (item ID: 3320557165) * Electric Kettle (item ID: 2698416822) * Electric Toothbrush (item ID: 8098621301) * Hiking Boots (item ID: 7228247242) Prosím, potvrďte, že chcete vrátit právě tyto čtyři položky. Také je potřeba zvolit, kam má být vrácený peněžní prostředekMINORSingular "peněžní prostředek" is unnatural here; Czech uses the plural: "kam mají být vráceny peněžní prostředky" (or "kam má být vrácena částka").. Mohlo by to být na původní platební kartu (Visa, končící na 8991) nebo na nějakou existujícíMINORCalque of English "some existing gift card"; a native speaker would say "nebo na dárkovou poukázku" without "nějakou existující". dárkovou poukazkuMAJORMisspelling: the correct word is "poukázka" (with long á), so "dárkovou poukázku".?
user
Ano, přesně tak – chci vrátit ty čtyři položky a kávovar si nechat. Peníze mi prosím vraťte na původní platební kartu.
agent
Dobře. Potvrzuji, že chcete vrátit následující položky z objednávky **#W5272531**: * Electric Toothbrush (ID: 3320557165) * Electric Kettle (ID: 2698416822) * Electric Toothbrush (ID: 8098621301) * Hiking Boots (ID: 7228247242) A peněžní prostředky vám budou vráceny na původní platební kartu (Visa, končící na 8991). Pokud toto potvrzujete, změním stav objednávky na "return requested" a pošlu vám e-mail s informacemi, jak a kam zboží vrátit. Potřebuji vaše explicitní potvrzení: **Potvrzujete vrácení těchto čtyř položek?**
user
Ano, potvrzuji vrácení těchto čtyř položek.
agent
→ return_delivered_order_items({"item_ids": ["3320557165", "2698416822", "8098621301", "7228247242"], "order_id": "#W5272531", "payment_method_id": "credit_card_6824399"})
tool result
{"order_id": "#W5272531", "user_id": "fatima_wilson_7472", "address": {"address1": "167 Willow Lane", "address2": "Suite 624", "city": "San Diego", "country": "USA", "state": "CA", "zip": "92183"}, "items": [{"name": "Electric Toothbrush", "product_id": "7352963235", "item_id": "3320557165", "price": 188.67, "options": {"color": "blue", "speed settings": "high", "battery type": "AA batteries"}}, {"name": "Electric Kettle", "product_id": "1075968781", "item_id": "2698416822", "price": 149.45, "options": {"capacity": "1.5L", "material": "plastic", "color": "white"}}, {"name": "Electric Toothbrush", "product_id": "7352963235", "item_id": "8098621301", "price": 192.15, "options": {"color": "black", "speed settings": "high", "battery type": "rechargeable"}}, {"name": "Hiking Boots", "product_id": "7363354090", "item_id": "7228247242", "price": 251.38, "options": {"size": "10", "material": "leather", "waterproof": "yes"}}, {"name": "Espresso Machine", "product_id": "4354588079", "item_id": "7441167885", "price": 2866.37, "options": {"pressure": "15 bar", "capacity": "1.5L", "type": "capsule"}}], "status": "return requested", "fulfillments": [{"tracking_id": ["848454071657"], "item_ids": ["3320557165", "2698416822", "8098621301", "7228247242", "7441167885"]}], "payment_history": [{"transaction_type": "payment", "amount": 3648.02, "payment_method_id": "credit_card_6824399"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": ["2698416822", "3320557165", "7228247242", "8098621301"], "return_payment_method_id": "credit_card_6824399"}
agent
Váš požadavek na vrácení zboží z objednávky **#W5272531** byl úspěšně zpracován. Stav objednávky byl změněn na **"return requested"**. Obdržíte brzy e-mailMINORAwkward adverb placement; a native speaker would write "Brzy obdržíte e-mail". s podrobnými pokyny, jak a kam zboží vrátit. Peněžní prostředky za vrácené položky budou vráceny na vaši původní platební kartu. Pokud máte další dotazy, jsem k dispozici.
user
Děkuji moc za pomoc, to je všechno. 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.