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

English vs Czech · task 50

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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're in a rush and you want to undo cancelling an order that you've previously placed. Be insistent that the customer service agent should undo the cancellation and ensure that the order is delivered as soon as possible. Do NOT mention the actual items that were in the order, just that you want to undo the cancellation and receive all the items that were in the initial order as soon as possible.
known to the user
You're Chen Smith, living in Jacksonville 32278.
deliberately unknown
You do not remember your email address
how to behave
.
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
  • transfer_to_human_agents({"summary": "The user urgently needs to undo a cancellation of an order and insists on receiving the items from the initial order as soon as possible. The user acknowledges the policy but requests exceptional measures due to the urgency of the situation."})
reward basis
DB, NL_ASSERTION

English

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (3/3 turns in en) · 374s · user_stop
agent
Hi! How can I help you today?
user
Hi, I need help urgently! I cancelled an order earlier and I really need to undo that cancellation. I want the order to go through and be delivered as soon as possible. Can you help me with that?
agent
I understand you're in a hurry and need help with your cancelled order. Before I can assist you, I need to authenticate your identity first. Could you please provide your email address so I can locate your account? Alternatively, I can also look you up using your first name, last name, and zip code if you prefer.
user
Oh, I honestly can't remember which email address I used for the account. But you can look me up with my name — it's Chen Smith, and my zip code is 32278, in Jacksonville. Please hurry, I really need this sorted out quickly!
agent
→ find_user_id_by_name_zip({"first_name": "Chen", "last_name": "Smith", "zip": "32278"})
tool result
chen_smith_8425
agent
→ get_user_details({"user_id": "chen_smith_8425"})
tool result
{"user_id": "chen_smith_8425", "name": {"first_name": "Chen", "last_name": "Smith"}, "address": {"address1": "932 Hickory Lane", "address2": "Suite 309", "city": "Jacksonville", "country": "USA", "state": "FL", "zip": "32278"}, "email": "chen.smith7677@example.com", "payment_methods": {"gift_card_4796172": {"source": "gift_card", "id": "gift_card_4796172", "balance": 47.0}, "credit_card_6177109": {"source": "credit_card", "id": "credit_card_6177109", "brand": "visa", "last_four": "9488"}, "paypal_9175769": {"source": "paypal", "id": "paypal_9175769"}}, "orders": ["#W8859225"]}
agent
→ get_order_details({"order_id": "#W8859225"})
tool result
{"order_id": "#W8859225", "user_id": "chen_smith_8425", "address": {"address1": "932 Hickory Lane", "address2": "Suite 309", "city": "Jacksonville", "country": "USA", "state": "FL", "zip": "32278"}, "items": [{"name": "Indoor Security Camera", "product_id": "2985987096", "item_id": "1999523885", "price": 294.47, "options": {"resolution": "4K", "field of view": "160 degrees", "connectivity": "Wi-Fi"}}, {"name": "Mechanical Keyboard", "product_id": "1656367028", "item_id": "9665000388", "price": 269.46, "options": {"switch type": "clicky", "backlight": "none", "size": "80%"}}, {"name": "Indoor Security Camera", "product_id": "2985987096", "item_id": "5966895767", "price": 329.58, "options": {"resolution": "2K", "field of view": "160 degrees", "connectivity": "Ethernet"}}, {"name": "Wireless Earbuds", "product_id": "9924732112", "item_id": "2052249669", "price": 237.14, "options": {"color": "white", "battery life": "4 hours", "water resistance": "not resistant"}}], "status": "cancelled", "fulfillments": [{"tracking_id": ["208425478671"], "item_ids": ["1999523885", "9665000388", "5966895767", "2052249669"]}], "payment_history": [{"transaction_type": "payment", "amount": 1130.65, "payment_method_id": "paypal_9175769"}, {"transaction_type": "refund", "amount": 1130.65, "payment_method_id": "paypal_9175769"}], "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 understand you're in a hurry, but unfortunately, our system does not support undoing or reinstating a cancelled order. Once an order's status is changed to "cancelled," it cannot be reversed. I can see that order #W8859225 has already been cancelled and the full refund of $1,130.65 has been processed back to your PayPal account. If you still need these items, you would need to place a new order. I can help you look up the product details for the items in your previous order so you can easily reorder them, or if you prefer, I can transfer you to a human agent to see if there are any other options available. Please let me know how you would like to proceed.
user
No, no, that can't be right — there has to be a way to reverse it! I only cancelled it by mistake, and I really need everything from that original order delivered as soon as possible. Can't you just override it in the system or flag it somehow? Please, I'm in a real rush here. Isn't there anything you can do to reinstate it?
agent
→ transfer_to_human_agents({"summary": "User Chen Smith (chen_smith_8425) is requesting to reinstate/undo a cancelled order (#W8859225) that was cancelled by mistake. The system does not support reversing or reinstating cancelled orders. The user is in a rush and insists on reversing the cancellation. Requires human agent assistance for potential manual override or alternative solutions."})
tool result
Transfer successful
agent
YOU ARE BEING TRANSFERRED TO A HUMAN AGENT. PLEASE HOLD ON.
user
###TRANSFER###

Czech

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (3/3 turns in cs) · 502s · user_stop
Czech language judge: 0 major 3 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Potřebuji to rychle vyřešit, jsem ve spěchu. Před časem jsem u vás zrušil objednávku, ale teď to chci vzít zpět – potřebuji, abyste to zrušení stornovali a objednávka mi byla doručena co nejdříve. Všechny položky, které v ní původně byly, chci dostat všechny. Jde to udělat?
agent
Dobrý den! Pro ověření vaší identity potřebuji znát vaši e-mailovou adresu. Mohu vás prosím o ni?MINORAwkward blend of the politeness particle 'prosím' with the verb 'prosit'. After 'mohu' an infinitive is required, so this reads like a word-for-word translation of 'May I ask you for it, please?'. A native would write 'Mohu vás poprosit o ni?' or 'Můžete mi ji prosím sdělit?'.
user
E-mail si bohužel nepamatuji, opravdu si ho nevzpomenu. Ale jsem Chen Smith a bydlím v Jacksonville, PSČ 32278. Nemůžete mě najít podle jména a adresy? Prosím, jsem ve spěchu a potřebuji to vyřešit co nejrychleji.
agent
→ find_user_id_by_name_zip({"first_name": "Chen", "last_name": "Smith", "zip": "32278"})
tool result
chen_smith_8425
agent
→ get_user_details({"user_id": "chen_smith_8425"})
tool result
{"user_id": "chen_smith_8425", "name": {"first_name": "Chen", "last_name": "Smith"}, "address": {"address1": "932 Hickory Lane", "address2": "Suite 309", "city": "Jacksonville", "country": "USA", "state": "FL", "zip": "32278"}, "email": "chen.smith7677@example.com", "payment_methods": {"gift_card_4796172": {"source": "gift_card", "id": "gift_card_4796172", "balance": 47.0}, "credit_card_6177109": {"source": "credit_card", "id": "credit_card_6177109", "brand": "visa", "last_four": "9488"}, "paypal_9175769": {"source": "paypal", "id": "paypal_9175769"}}, "orders": ["#W8859225"]}
agent
→ get_order_details({"order_id": "#W8859225"})
tool result
{"order_id": "#W8859225", "user_id": "chen_smith_8425", "address": {"address1": "932 Hickory Lane", "address2": "Suite 309", "city": "Jacksonville", "country": "USA", "state": "FL", "zip": "32278"}, "items": [{"name": "Indoor Security Camera", "product_id": "2985987096", "item_id": "1999523885", "price": 294.47, "options": {"resolution": "4K", "field of view": "160 degrees", "connectivity": "Wi-Fi"}}, {"name": "Mechanical Keyboard", "product_id": "1656367028", "item_id": "9665000388", "price": 269.46, "options": {"switch type": "clicky", "backlight": "none", "size": "80%"}}, {"name": "Indoor Security Camera", "product_id": "2985987096", "item_id": "5966895767", "price": 329.58, "options": {"resolution": "2K", "field of view": "160 degrees", "connectivity": "Ethernet"}}, {"name": "Wireless Earbuds", "product_id": "9924732112", "item_id": "2052249669", "price": 237.14, "options": {"color": "white", "battery life": "4 hours", "water resistance": "not resistant"}}], "status": "cancelled", "fulfillments": [{"tracking_id": ["208425478671"], "item_ids": ["1999523885", "9665000388", "5966895767", "2052249669"]}], "payment_history": [{"transaction_type": "payment", "amount": 1130.65, "payment_method_id": "paypal_9175769"}, {"transaction_type": "refund", "amount": 1130.65, "payment_method_id": "paypal_9175769"}], "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
Bohužel, zrušené objednávky nelze obnovit ani stornovat jejich zrušení. Jakmile je objednávka ve stavu „zrušeno", systém ji již neumožňuje aktivovat pro doručeníMINORMachine-translated feel: 'neumožňuje aktivovat' lacks a dative object and 'aktivovat pro doručení' is a calque of 'activate for delivery'. Natural Czech: 'systém již neumožňuje její aktivaci k doručení' or 'již ji nelze aktivovat k doručení'.. Pro získání původních položek budete muset vytvořit novou objednávku. Mohu vám s něčím jiným pomoci, nebo si přejete převzetí na lidského agentaMINORWrong word choice/calque of 'handover to a human agent'. 'Převzetí' means taking something over (from someone), not transferring the customer to someone, and it does not govern 'na' + accusative here. Natural Czech: 'přejete být přepojeni na lidského agenta' or 'přejete si předání lidskému agentovi'. pro další konzultaci?
user
To přece není možné! Ta objednávka byla zrušená omylem a já ty položky opravdu potřebuji, a to co nejdřív. Určitě s tím musí jít něco udělat – nemůžete to nějak eskalovat, nebo se podívat, jestli to nejde vyřešit výjimečně? Prosím vás, zkuste to. Jsem ochoten počkat, ale potřebuji, aby ta původní objednávka byla doručena.
agent
→ transfer_to_human_agents({"summary": "User Chen Smith (chen_smith_8425) requests reinstatement of cancelled order #W8859225, which was cancelled by mistake. System policy does not allow reinstating cancelled orders. User is requesting an exception/escalation to have the original order processed and delivered. Requires human agent review for potential manual override or alternative solution."})
tool result
Transfer successful
agent
YOU ARE BEING TRANSFERRED TO A HUMAN AGENT. PLEASE HOLD ON.
user
###TRANSFER###
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.