lokalni.ailokalni.ai⁄Umí agenti česky? Část 3: Zákaznická podpora

English vs Czech · task 68

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tasks in both (trial 1): 0 1 10 100 101 102 103 104 105 106 107 108 109 11 110 111 112 113 12 13 14 15 16 17 18 19 2 20 21 22 23 24 25 26 27 28 29 3 30 31 32 33 34 35 36 37 38 39 4 40 41 42 43 44 45 46 47 48 49 5 50 51 52 53 54 55 56 57 58 59 6 60 61 62 63 64 65 66 67 68 69 7 70 71 72 73 74 75 76 77 78 79 8 80 81 82 83 84 85 86 87 88 89 9 90 91 92 93 94 95 96 97 98 99
Customer briefuser simulator only
reason for call
You want to check how much you paid for the order that you most recently placed. You are not sure how long ago the order was placed.
known to the user
You are user noah_ito_3850 living in Seattle WA 98187.
deliberately unknown
You do not remember your email address
how to behave
If asked for your zip code, say that it is 98178 first (common mistake), then correct yourself and say 98187 if an error is found.
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
judged by the NL-assertion judge
  • Agent should tell the user the order total is $829.43.
database actions required
  • find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98178"})
  • find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98187"})
  • get_user_details({"user_id": "noah_ito_3850"})
  • get_order_details({"order_id": "#W6729841"})
must be communicated to the user
  • 829.43
reward basis
DB, NL_ASSERTION

English

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (6/6 turns in en) · 185s · user_stop
judge assertions (1)
met
Agent should tell the user the order total is $829.43.
The agent successfully authenticated the user, retrieved their orders, identified the most recent order (#W6729841), and clearly stated the total: 'your most recent order appears to be #W6729841, which you were charged $829.43 for.' The agent also reiterated this amount in the final message after the user confirmed. The expected outcome was fully satisfied.
agent
Hi! How can I help you today?
user
Hi there! I'm hoping you can help me figure out how much I paid for my most recent order. I honestly can't remember exactly when I placed it, but I'd like to know the total amount I was charged.
agent
Hello! I'd be happy to help you find the total amount for your most recent order. To get started, I'll need to authenticate your identity first. Could you please provide your email address associated with your account?
user
Oh, I actually don't remember my email address off the top of my head. Is there another way you can look me up?
agent
No problem! I can look you up using your name and zip code instead. Could you please provide me with: - Your first name - Your last name - Your zip code Once I have this information, I'll be able to locate your account and help you find the details of your most recent order.
user
Sure! My name is Noah Ito, and my zip code is 98178.
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98178"})
tool result (error)
Error: User not found
agent
I wasn't able to find an account with the name "Noah Ito" and zip code "98178". This could be due to a few reasons: 1. There might be a different spelling of your name in our system 2. Your zip code might be different from what's registered 3. You might have used a different name when creating your account Could you please verify your name and zip code? Or if you can remember any part of your email address, that would be very helpful for locating your account. Alternatively, if you have any order IDs from previous purchases, I could look up those orders to help identify your account.
user
Oh wait, I think I made a mistake! My zip code is actually 98187, not 98178. Sorry about that!
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98187"})
tool result
noah_ito_3850
agent
→ get_user_details({"user_id": "noah_ito_3850"})
tool result
{"user_id": "noah_ito_3850", "name": {"first_name": "Noah", "last_name": "Ito"}, "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "email": "noah.ito4296@example.com", "payment_methods": {"credit_card_1620755": {"source": "credit_card", "id": "credit_card_1620755", "brand": "mastercard", "last_four": "1065"}}, "orders": ["#W3445693", "#W4219264", "#W6729841"]}
agent
→ get_order_details({"order_id": "#W3445693"})
tool result
{"order_id": "#W3445693", "user_id": "noah_ito_3850", "address": {"address1": "144 Lakeview Drive", "address2": "Suite 925", "city": "New York", "country": "USA", "state": "NY", "zip": "10228"}, "items": [{"name": "Sneakers", "product_id": "7471004230", "item_id": "6477915553", "price": 186.45, "options": {"size": "6", "color": "black", "material": "synthetic"}}, {"name": "Cycling Helmet", "product_id": "7765186836", "item_id": "2206116040", "price": 209.91, "options": {"size": "L", "color": "blue", "ventilation": "high"}}, {"name": "Air Purifier", "product_id": "3821016478", "item_id": "6341716129", "price": 523.31, "options": {"room size": "large", "filter type": "HEPA", "features": "smart sensors"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["870596657470"], "item_ids": ["6477915553", "2206116040", "6341716129"]}], "payment_history": [{"transaction_type": "payment", "amount": 919.67, "payment_method_id": "credit_card_1620755"}], "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": "#W4219264"})
tool result
{"order_id": "#W4219264", "user_id": "noah_ito_3850", "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "items": [{"name": "Jigsaw Puzzle", "product_id": "1808611083", "item_id": "7869640094", "price": 47.59, "options": {"pieces": "2000", "theme": "animals", "difficulty level": "expert"}}, {"name": "Wristwatch", "product_id": "6066914160", "item_id": "8886009523", "price": 1944.02, "options": {"strap material": "silicone", "dial color": "blue"}}, {"name": "Wristwatch", "product_id": "6066914160", "item_id": "9112290483", "price": 1925.16, "options": {"strap material": "metal", "dial color": "blue"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 3916.77, "payment_method_id": "credit_card_1620755"}], "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": "#W6729841"})
tool result
{"order_id": "#W6729841", "user_id": "noah_ito_3850", "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "5855700373", "price": 293.46, "options": {"color": "black", "battery life": "10 hours", "water resistance": "yes"}}, {"name": "Air Purifier", "product_id": "3821016478", "item_id": "3076708684", "price": 535.97, "options": {"room size": "medium", "filter type": "HEPA", "features": "quiet operation"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 829.43, "payment_method_id": "credit_card_1620755"}], "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
Great! I found your account, Noah. I can see you have three orders in our system: 1. **Order #W3445693** - Status: Delivered - Total: $919.67 - Items: Sneakers, Cycling Helmet, Air Purifier 2. **Order #W4219264** - Status: Pending - Total: $3,916.77 - Items: Jigsaw Puzzle, Wristwatch, Wristwatch 3. **Order #W6729841** - Status: Pending - Total: $829.43 - Items: Bluetooth Speaker, Air Purifier Based on the order IDs, your most recent order appears to be **#W6729841**, which you were charged **$829.43** for. This order is currently in "pending" status and includes a Bluetooth Speaker and an Air Purifier. Is this the order you were referring to, or would you like information about a different order?
user
Yes, that's the one! $829.43 for the Bluetooth Speaker and Air Purifier. Thank you so much for your help!
agent
You're very welcome, Noah! I'm glad I could help you find that information. Just to recap, your most recent order (#W6729841) for the Bluetooth Speaker and Air Purifier was charged **$829.43** and is currently in "pending" status. If you have any other questions about your orders, need help modifying this pending order, or need assistance with anything else, please don't hesitate to ask. 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) · 705s · user_stop
judge assertions (1)
met
Agent should tell the user the order total is $829.43.
The agent successfully verified the user's identity, retrieved their orders, and identified the most recent order #W6729841. The agent explicitly stated: 'Pokud máte na mysli nejnovější objednávku (podle čísla objednávky #W6729841), zaplatili jste za ni **829.43 USD**.' The user confirmed this was the information they needed, acknowledging the $829.43 total.
Czech language judge: 1 major 1 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Chtěl bych zjistit, kolik jsem zaplatil za svou poslední objednávku. Bohužel si přesně nepamatuji, kdy jsem ji zadal, takže doufám, že mi s tím dokážete pomoci.
agent
Dobrý den! Rád vám pomohu zjistit informace o vaší poslední objednávce. Nejprve však musu ověřit vaši identitu.MAJOR"musu" is not a Czech word form; the 1st person singular of "muset" is "musím" (missing diacritic changes the word). Můžete mi prosím sdělit svou e-mailovou adresu, kterou jste použili při registraci?
user
Bohužel si svou e-mailovou adresu nepamatuji. Je možné mě ověřit nějakým jiným způsobem?
agent
Ano, je možné vás ověřit jiným způsobem. Mohu vás ověřit pomocí vašeho jména a PSČ. Prosím, sdělte mi: - Vaše křestní jméno - Vaše příjmení - Vaše PSČ Poté vám mohu pomoci najít vaši poslední objednávku.
user
Jasně, moje jméno je Noah Ito a PSČ je 98178.
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98178"})
tool result (error)
Error: User not found
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98178"})
tool result (error)
Error: User not found
agent
→ find_user_id_by_name_zip({"first_name": "noah", "last_name": "ito", "zip": "98178"})
tool result (error)
Error: User not found
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98178"})
tool result (error)
Error: User not found
agent
Bohužel jsem nenašel váš účet v systému s uvedeným jménem Noah Ito a PSČ 98178. Mohlo by to být způsobeno: 1. Nesprávným zadaným jménem nebo PSČMINORThe participle "zadaným" should be modified by the adverb "nesprávně", not the adjective "nesprávným". A native speaker would write "Nesprávně zadaným jménem nebo PSČ" (incorrectly entered name or ZIP code). 2. Registrací pod jiným jménem nebo PSČ 3. Překlepem v údajích Mohli byste prosím zkontrolovat, zda jsou údaje správné? Případně, pokud si vzpomenete na e-mailovou adresu, kterou jste použili při registraci, mohu se pokusit ověřit identitu pomocí e-mailu.
user
Omlouvám se, udělal jsem chybu. Moje PSČ je 98187, ne 98178.
agent
→ find_user_id_by_name_zip({"first_name": "Noah", "last_name": "Ito", "zip": "98187"})
tool result
noah_ito_3850
agent
→ get_user_details({"user_id": "noah_ito_3850"})
tool result
{"user_id": "noah_ito_3850", "name": {"first_name": "Noah", "last_name": "Ito"}, "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "email": "noah.ito4296@example.com", "payment_methods": {"credit_card_1620755": {"source": "credit_card", "id": "credit_card_1620755", "brand": "mastercard", "last_four": "1065"}}, "orders": ["#W3445693", "#W4219264", "#W6729841"]}
agent
→ get_order_details({"order_id": "#W3445693"})
tool result
{"order_id": "#W3445693", "user_id": "noah_ito_3850", "address": {"address1": "144 Lakeview Drive", "address2": "Suite 925", "city": "New York", "country": "USA", "state": "NY", "zip": "10228"}, "items": [{"name": "Sneakers", "product_id": "7471004230", "item_id": "6477915553", "price": 186.45, "options": {"size": "6", "color": "black", "material": "synthetic"}}, {"name": "Cycling Helmet", "product_id": "7765186836", "item_id": "2206116040", "price": 209.91, "options": {"size": "L", "color": "blue", "ventilation": "high"}}, {"name": "Air Purifier", "product_id": "3821016478", "item_id": "6341716129", "price": 523.31, "options": {"room size": "large", "filter type": "HEPA", "features": "smart sensors"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["870596657470"], "item_ids": ["6477915553", "2206116040", "6341716129"]}], "payment_history": [{"transaction_type": "payment", "amount": 919.67, "payment_method_id": "credit_card_1620755"}], "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": "#W4219264"})
tool result
{"order_id": "#W4219264", "user_id": "noah_ito_3850", "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "items": [{"name": "Jigsaw Puzzle", "product_id": "1808611083", "item_id": "7869640094", "price": 47.59, "options": {"pieces": "2000", "theme": "animals", "difficulty level": "expert"}}, {"name": "Wristwatch", "product_id": "6066914160", "item_id": "8886009523", "price": 1944.02, "options": {"strap material": "silicone", "dial color": "blue"}}, {"name": "Wristwatch", "product_id": "6066914160", "item_id": "9112290483", "price": 1925.16, "options": {"strap material": "metal", "dial color": "blue"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 3916.77, "payment_method_id": "credit_card_1620755"}], "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": "#W6729841"})
tool result
{"order_id": "#W6729841", "user_id": "noah_ito_3850", "address": {"address1": "619 Broadway", "address2": "Suite 484", "city": "Seattle", "country": "USA", "state": "WA", "zip": "98187"}, "items": [{"name": "Bluetooth Speaker", "product_id": "4768869376", "item_id": "5855700373", "price": 293.46, "options": {"color": "black", "battery life": "10 hours", "water resistance": "yes"}}, {"name": "Air Purifier", "product_id": "3821016478", "item_id": "3076708684", "price": 535.97, "options": {"room size": "medium", "filter type": "HEPA", "features": "quiet operation"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 829.43, "payment_method_id": "credit_card_1620755"}], "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, Noah! Našel jsem váš účet a vidím, že máte tři objednávky: 1. **Objednávka #W3445693** (status: delivered) - Celková částka: 919.67 USD - Položky: Sneakers, Cycling Helmet, Air Purifier 2. **Objednávka #W4219264** (status: pending) - Celková částka: 3916.77 USD - Položky: Jigsaw Puzzle, Wristwatch, Wristwatch 3. **Objednávka #W6729841** (status: pending) - Celková částka: 829.43 USD - Položky: Bluetooth Speaker, Air Purifier Pokud máte na mysli nejnovější objednávku (podle čísla objednávky #W6729841), zaplatili jste za ni **829.43 USD**. Můžete mi prosím potvrdit, kterou objednávku máte na mysli?
user
Ano, mám na mysli tu nejnovější objednávku. Děkuji za informaci, že jsem za ni zaplatil 829.43 USD. To je vše, co jsem potřeboval vědět.
agent
Velmi rád jsem vám pomohl! Pokud budete v budoucnu potřebovat jakoukoli další pomoc s vašimi objednávkami, produkty nebo účtem, neváhejte se na mě obrátit. Přeji vám hezký den!
user
###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.