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

English vs Czech · task 69

← 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 an item you just received: a laptop. You think that you ordered it around April 2023 but are not sure. You want to return it because you found a better deal elsewhere. You want to return it for a full refund. If it cannot be returned, see if it can be canceled.
known to the user
You are emma_smith_8564 living in New York, New York, 10192.
deliberately unknown
You do not remember your email address
how to behave
You are polite and friendly.
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": "Emma", "last_name": "Smith", "zip": "10192"})
  • get_user_details({"user_id": "emma_smith_8564"})
  • get_order_details({"order_id": "#W2417020"})
  • cancel_pending_order({"order_id": "#W2417020", "reason": "no longer needed"})
reward basis
DB, NL_ASSERTION

English

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (5/5 turns in en) · 455s · user_stop
agent
Hi! How can I help you today?
user
Hi there! I hope you're doing well. I'm calling because I recently received a laptop that I ordered, and I'd like to return it for a full refund if possible. Could you help me with that?
agent
Hello! I'd be happy to help you with returning your laptop. To get started, I need to authenticate your identity first. Could you please provide your email address associated with your account?
user
Oh, I'm sorry — I actually don't remember which email address I used for my account. Is there another way you could verify me? I can give you my name and address if that helps.
agent
No problem! I can verify your identity using your name and zip code instead. Could you please provide me with: 1. Your first name 2. Your last name 3. Your zip code Once I have this information, I'll be able to locate your account and help you with the return process.
user
Of course! My first name is Emma, my last name is Smith, and my zip code is 10192.
agent
→ find_user_id_by_name_zip({"first_name": "Emma", "last_name": "Smith", "zip": "10192"})
tool result
emma_smith_8564
agent
→ get_user_details({"user_id": "emma_smith_8564"})
tool result
{"user_id": "emma_smith_8564", "name": {"first_name": "Emma", "last_name": "Smith"}, "address": {"address1": "243 Hillcrest Drive", "address2": "Suite 113", "city": "New York", "country": "USA", "state": "NY", "zip": "10192"}, "email": "emma.smith3991@example.com", "payment_methods": {"gift_card_8541487": {"source": "gift_card", "id": "gift_card_8541487", "balance": 62.0}, "paypal_6228291": {"source": "paypal", "id": "paypal_6228291"}}, "orders": ["#W2417020", "#W5605613", "#W3614011"]}
agent
→ get_order_details({"order_id": "#W2417020"})
tool result
{"order_id": "#W2417020", "user_id": "emma_smith_8564", "address": {"address1": "243 Hillcrest Drive", "address2": "Suite 113", "city": "New York", "country": "USA", "state": "NY", "zip": "10192"}, "items": [{"name": "Laptop", "product_id": "4760268021", "item_id": "8997785118", "price": 2674.4, "options": {"screen size": "13-inch", "processor": "i7", "ram": "32GB", "storage": "256GB SSD", "color": "space grey"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 2674.4, "payment_method_id": "gift_card_8541487"}], "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
→ get_order_details({"order_id": "#W5605613"})
tool result
{"order_id": "#W5605613", "user_id": "emma_smith_8564", "address": {"address1": "243 Hillcrest Drive", "address2": "Suite 113", "city": "New York", "country": "USA", "state": "NY", "zip": "10192"}, "items": [{"name": "Digital Camera", "product_id": "8940227892", "item_id": "7195021808", "price": 2909.87, "options": {"resolution": "30MP", "zoom": "5x", "storage": "SD card"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["267160774045"], "item_ids": ["7195021808"]}], "payment_history": [{"transaction_type": "payment", "amount": 2909.87, "payment_method_id": "gift_card_8541487"}], "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 found your order for the Laptop (Order ID: #W2417020). However, our system currently shows this order's status as **"pending"**. According to our policy, returns can only be processed for orders with a "delivered" status. Since this order is still pending, we can **cancel** it instead. If you'd like to proceed with cancelling this pending order, please confirm: 1. The Order ID: **#W2417020** 2. The reason for cancellation (must be either **"no longer needed"** or **"ordered by mistake"**) Once confirmed, the order status will be changed to "cancelled" and the full refund of $2,674.40 will be added back to your original payment method (Gift Card) immediately. Please let me know if you'd like to proceed with the cancellation, or if you were referring to a different order!
user
Oh, I see — that explains it! Yes, that's the right order, #W2417020. Since it can't be returned, cancelling it would be perfect. To confirm: 1. Order ID: **#W2417020** 2. Reason: **"no longer needed"** — I actually found a better deal on a laptop elsewhere, so I don't need this one anymore. Please go ahead with the cancellation. Thank you so much for your help!
agent
→ cancel_pending_order({"order_id": "#W2417020", "reason": "no longer needed"})
tool result
{"order_id": "#W2417020", "user_id": "emma_smith_8564", "address": {"address1": "243 Hillcrest Drive", "address2": "Suite 113", "city": "New York", "country": "USA", "state": "NY", "zip": "10192"}, "items": [{"name": "Laptop", "product_id": "4760268021", "item_id": "8997785118", "price": 2674.4, "options": {"screen size": "13-inch", "processor": "i7", "ram": "32GB", "storage": "256GB SSD", "color": "space grey"}}], "status": "cancelled", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 2674.4, "payment_method_id": "gift_card_8541487"}, {"transaction_type": "refund", "amount": 2674.4, "payment_method_id": "gift_card_8541487"}], "cancel_reason": "no longer needed", "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
Your order **#W2417020** has been successfully cancelled! Here are the details: - **Status:** Cancelled - **Reason:** No longer needed - **Refund Amount:** $2,674.40 - **Refund Method:** Your original payment method (Gift Card) Since the payment was made using a gift card, the full refund has been added back to your gift card balance immediately. Is there anything else I can help you with today?
user
That's wonderful — thank you so much for your help! I really appreciate how quick and easy this was. No, that's everything I needed today. Have a great day! ###STOP###

Czech

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (7/7 turns in cs) · 880s · user_stop
Czech language judge: 0 major 2 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Ráda bych vrátila zboží, které mi právě dorazilo – konkrétně notebook. Objednala jsem ho někdy kolem dubna 2023, ale přesné datum si bohužel nepamatuji. Mohli byste mi s tím prosím pomoci?
agent
Dobrý den! Rád vám pomohu s vrácením notebooku. Nejprve potřebuji ověřit vaši identitu. Mohli byste mi prosím poskytnout vaši e-mailovou adresu, která je vázána na váš účetMINOR"Vázaná na účet" is a calque of English "linked to your account". In Czech, "vázaný na" is used for things like payment cards, not e-mail addresses; a native speaker would write "která je spojená s vaším účtem", "přiřazená k vašemu účtu" or "uvedená u vašeho účtu".?
user
Bohužel si svou e-mailovou adresu nepamatuji. Mohu vám ale poskytnout jiné údaje – jmenuji se Emma Smith a bydlím v New Yorku. Pomohlo by to?
agent
Děkuji za poskytnutí vašeho jména. Pro ověření vaší identity potřebuji také vaše poštovní směrovací číslo (zip code). Mohli byste mi prosím sdělit vaše poštovní směrovací číslo?
user
Samozřejmě, moje poštovní směrovací číslo je 10192.
agent
→ find_user_id_by_name_zip({"first_name": "Emma", "last_name": "Smith", "zip": "10192"})
tool result
emma_smith_8564
agent
→ get_user_details({"user_id": "emma_smith_8564"})
tool result
{"user_id": "emma_smith_8564", "name": {"first_name": "Emma", "last_name": "Smith"}, "address": {"address1": "243 Hillcrest Drive", "address2": "Suite 113", "city": "New York", "country": "USA", "state": "NY", "zip": "10192"}, "email": "emma.smith3991@example.com", "payment_methods": {"gift_card_8541487": {"source": "gift_card", "id": "gift_card_8541487", "balance": 62.0}, "paypal_6228291": {"source": "paypal", "id": "paypal_6228291"}}, "orders": ["#W2417020", "#W5605613", "#W3614011"]}
agent
→ get_order_details({"order_id": "#W2417020"})
tool result
{"order_id": "#W2417020", "user_id": "emma_smith_8564", "address": {"address1": "243 Hillcrest Drive", "address2": "Suite 113", "city": "New York", "country": "USA", "state": "NY", "zip": "10192"}, "items": [{"name": "Laptop", "product_id": "4760268021", "item_id": "8997785118", "price": 2674.4, "options": {"screen size": "13-inch", "processor": "i7", "ram": "32GB", "storage": "256GB SSD", "color": "space grey"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 2674.4, "payment_method_id": "gift_card_8541487"}], "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
→ get_order_details({"order_id": "#W5605613"})
tool result
{"order_id": "#W5605613", "user_id": "emma_smith_8564", "address": {"address1": "243 Hillcrest Drive", "address2": "Suite 113", "city": "New York", "country": "USA", "state": "NY", "zip": "10192"}, "items": [{"name": "Digital Camera", "product_id": "8940227892", "item_id": "7195021808", "price": 2909.87, "options": {"resolution": "30MP", "zoom": "5x", "storage": "SD card"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["267160774045"], "item_ids": ["7195021808"]}], "payment_history": [{"transaction_type": "payment", "amount": 2909.87, "payment_method_id": "gift_card_8541487"}], "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
→ get_order_details({"order_id": "#W3614011"})
tool result
{"order_id": "#W3614011", "user_id": "emma_smith_8564", "address": {"address1": "243 Hillcrest Drive", "address2": "Suite 113", "city": "New York", "country": "USA", "state": "NY", "zip": "10192"}, "items": [{"name": "Action Camera", "product_id": "3377618313", "item_id": "5436236388", "price": 538.6, "options": {"resolution": "1080p", "waterproof": "yes", "color": "silver"}}, {"name": "Air Purifier", "product_id": "3821016478", "item_id": "3076708684", "price": 535.97, "options": {"room size": "medium", "filter type": "HEPA", "features": "quiet operation"}}, {"name": "Sneakers", "product_id": "7471004230", "item_id": "4410138384", "price": 197.37, "options": {"size": "8", "color": "gray", "material": "canvas"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 1271.94, "payment_method_id": "gift_card_8541487"}], "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, paní Smith. Podíval jsem se do vašich objednávek a vidím, že máte jednu objednávku s laptopem (objednávka #W2417020). Tato objednávka má však v systému stále status „pending“ (čeká na zpracování), což znamená, že ještě nebyla doručena. Podle našich pravidel lze zboží vrátit pouze tehdy, pokud má objednávka status „delivered“ (doručeno). Pokud chcete tuto objednávku zrušit, mohu vám s tím pomoci. Nebo pokud jste měla na mysli jiný produkt z doručené objednávky (např. digitální fotoaparát z objednávky #W5605613), dejte mi prosím vědět. Jak byste postupovala?MINORThe bare conditional "Jak byste postupovala?" asks "How would you proceed?" (a hypothetical about manner), which is odd as a closing question to a customer. The intended "How would you like to proceed?" is naturally "Jak byste chtěla postupovat?" or "Jak chcete postupovat?".
user
Aha, rozumím. V tom případě bych tedy ráda tu objednávku notebooku zrušila, pokud je to ještě možné. Mohli byste mi prosím s tím zrušením pomoci?
agent
Ano, mohu vám s tím pomoci. Objednávka #W2417020 s laptopem má status „pending", takže ji lze zrušit. Pro zrušení objednávky potřebuji vědět důvod. Důvod musí být buď „no longer needed" (už to nepotřebuji) nebo „ordered by mistake" (objednáno omylem). Který z těchto důvodů platí ve vašem případě?
user
Důvod je „no longer needed" – našla jsem totiž jinde výhodnější nabídku, takže už tento notebook nepotřebuji.
agent
Děkuji za potvrzení důvodu. Před zrušením objednávky vám prosím sdělím podrobnosti: - **Objednávka:** #W2417020 (Laptop) - **Důvod zrušení:** no longer needed - **Refundace:** Protože byla platba provedena pomocí dárkové karty, bude částka 2674,40 $ vrácena na vaši dárkovou kartu okamžitě. Souhlasíte s tímto zrušením? Prosím, potvrďte odpovědí „ano" nebo „ne".
user
Ano, souhlasím se zrušením objednávky. Děkuji za vysvětlení ohledně vrácení peněz na dárkovou kartu.
agent
→ cancel_pending_order({"order_id": "#W2417020", "reason": "no longer needed"})
tool result
{"order_id": "#W2417020", "user_id": "emma_smith_8564", "address": {"address1": "243 Hillcrest Drive", "address2": "Suite 113", "city": "New York", "country": "USA", "state": "NY", "zip": "10192"}, "items": [{"name": "Laptop", "product_id": "4760268021", "item_id": "8997785118", "price": 2674.4, "options": {"screen size": "13-inch", "processor": "i7", "ram": "32GB", "storage": "256GB SSD", "color": "space grey"}}], "status": "cancelled", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 2674.4, "payment_method_id": "gift_card_8541487"}, {"transaction_type": "refund", "amount": 2674.4, "payment_method_id": "gift_card_8541487"}], "cancel_reason": "no longer needed", "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
Vaše objednávka #W2417020 byla úspěšně zrušena. Status objednávky je nyní „cancelled" a částka 2674,40 $ byla okamžitě vrácena na vaši dárkovou kartu. Pokud byste potřebovala další pomoc, neváhejte se ozvat. Děkuji za vaši trpělivost!
user
Děkuji vám mnohokrát za rychlou a ochotnou pomoc! Jsem ráda, že se vše podařilo vyřešit. 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.