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

English vs Czech · task 44

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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 change the Desk Lamp in order #W9300146 that you've placed for the cheapest Desk Lamp that's available. Any price difference should go to a gift card. You also want to know how much you get back in total.
known to the user
You are Aarav Anderson, residing in Philadelphia 19031.
deliberately unknown
You do not remember your email address
how to behave
You're a private person and are reluctant to share information unless it's absolutely necessary.
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 they will get back $17.99.
database actions required
  • find_user_id_by_name_zip({"first_name": "Aarav", "last_name": "Anderson", "zip": "19031"})
  • get_order_details({"order_id": "#W9300146"})
  • get_product_details({"product_id": "6817146515"})
  • calculate({"expression": "135.24 - 153.23"})
  • modify_pending_order_items({"order_id": "#W9300146", "item_ids": ["9190635437"], "new_item_ids": ["5320792178"], "payment_method_id": "gift_card_7245904"})
must be communicated to the user
  • 17.99
reward basis
DB, NL_ASSERTION

English

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (4/4 turns in en) · 432s · user_stop
judge assertions (1)
met
Agent should tell the user they will get back $17.99.
The agent explicitly stated in the order modification summary: 'You will receive a refund of $17.99 to your original payment method (gift card ending in 7245904).' This directly informs the user of the $17.99 refund amount, satisfying the expected outcome.
agent
Hi! How can I help you today?
user
Hi, I need to make a change to an order I placed. There's a Desk Lamp in order #W9300146 that I'd like to swap out for the cheapest Desk Lamp you have available.
agent
Hello! I'd be happy to help you modify your order. Before I can assist you, I need to authenticate your identity first. Could you please provide your email address associated with your account? Alternatively, I can also look you up using your first name, last name, and zip code if you prefer.
user
I don't remember my email address, but you can look me up with my name and zip code. It's Aarav Anderson, and the zip code is 19031.
agent
→ find_user_id_by_name_zip({"first_name": "Aarav", "last_name": "Anderson", "zip": "19031"})
tool result
aarav_anderson_8794
agent
→ get_order_details({"order_id": "#W9300146"})
tool result
{"order_id": "#W9300146", "user_id": "aarav_anderson_8794", "address": {"address1": "931 Maple Drive", "address2": "Suite 985", "city": "Philadelphia", "country": "USA", "state": "PA", "zip": "19031"}, "items": [{"name": "Desk Lamp", "product_id": "6817146515", "item_id": "9190635437", "price": 153.23, "options": {"color": "black", "brightness": "low", "power source": "USB"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 153.23, "payment_method_id": "gift_card_7245904"}], "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_product_details({"product_id": "6817146515"})
tool result
{"name": "Desk Lamp", "product_id": "6817146515", "variants": {"9083642334": {"item_id": "9083642334", "options": {"color": "white", "brightness": "high", "power source": "USB"}, "available": true, "price": 164.28}, "4385534692": {"item_id": "4385534692", "options": {"color": "white", "brightness": "high", "power source": "AC adapter"}, "available": false, "price": 138.07}, "7624783998": {"item_id": "7624783998", "options": {"color": "black", "brightness": "high", "power source": "AC adapter"}, "available": true, "price": 154.17}, "1270145486": {"item_id": "1270145486", "options": {"color": "white", "brightness": "high", "power source": "battery"}, "available": false, "price": 144.07}, "5320792178": {"item_id": "5320792178", "options": {"color": "black", "brightness": "medium", "power source": "AC adapter"}, "available": true, "price": 135.24}, "5370728469": {"item_id": "5370728469", "options": {"color": "silver", "brightness": "medium", "power source": "USB"}, "available": true, "price": 164.97}, "6805564527": {"item_id": "6805564527", "options": {"color": "black", "brightness": "medium", "power source": "USB"}, "available": true, "price": 158.41}, "1569765161": {"item_id": "1569765161", "options": {"color": "silver", "brightness": "low", "power source": "AC adapter"}, "available": true, "price": 143.02}, "7453605304": {"item_id": "7453605304", "options": {"color": "silver", "brightness": "low", "power source": "battery"}, "available": true, "price": 150.01}, "9190635437": {"item_id": "9190635437", "options": {"color": "black", "brightness": "low", "power source": "USB"}, "available": true, "price": 153.23}, "4447749792": {"item_id": "4447749792", "options": {"color": "white", "brightness": "medium", "power source": "AC adapter"}, "available": false, "price": 139.8}, "8384507844": {"item_id": "8384507844", "options": {"color": "white", "brightness": "medium", "power source": "USB"}, "available": false, "price": 137.94}}}
agent
Thank you for providing your information, Aarav. I've located your order #W9300146. Here are the details for the item modification you requested: **Current Item:** - Desk Lamp (black, low brightness, USB power source) - $153.23 **New Item (Cheapest Available):** - Desk Lamp (black, medium brightness, AC adapter power source) - $135.24 **Price Difference:** - You will receive a refund of $17.99 to your original payment method (gift card ending in 7245904). **Important Note:** This modification can only be done once per order. After confirmation, your order status will change to "pending (items modified)" and no further modifications or cancellations will be possible. Please confirm if you would like to proceed with this exchange by responding with "yes".
user
Yes, that sounds good. Just to confirm — the $17.99 difference will go back onto that gift card, correct? That's where I'd like it to go.
agent
→ modify_pending_order_items({"item_ids": ["9190635437"], "new_item_ids": ["5320792178"], "order_id": "#W9300146", "payment_method_id": "gift_card_7245904"})
tool result
{"order_id": "#W9300146", "user_id": "aarav_anderson_8794", "address": {"address1": "931 Maple Drive", "address2": "Suite 985", "city": "Philadelphia", "country": "USA", "state": "PA", "zip": "19031"}, "items": [{"name": "Desk Lamp", "product_id": "6817146515", "item_id": "5320792178", "price": 135.24, "options": {"color": "black", "brightness": "medium", "power source": "AC adapter"}}], "status": "pending (item modified)", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 153.23, "payment_method_id": "gift_card_7245904"}, {"transaction_type": "refund", "amount": 17.98999999999998, "payment_method_id": "gift_card_7245904"}], "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
Yes, that is correct! The $17.99 refund has been immediately added back to your gift card (ending in 7245904). Your order #W9300146 has been successfully updated with the new Desk Lamp (black, medium brightness, AC adapter power source). Please note that your order status is now "pending (item modified)". As per our policy, no further modifications or cancellations can be made to this order. You will receive your updated order as scheduled. Is there anything else I can help you with today?
user
No, that's everything I needed. Thank you for your help! ###STOP###

Czech

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (5/5 turns in cs) · 647s · user_stop
judge assertions (1)
met
Agent should tell the user they will get back $17.99.
The agent clearly communicated the refund amount twice: first when proposing the exchange ('Celková částka, která vám bude vrácena na dárkovou kartu (gift_card_7245904): 17,99 $') and again in the final confirmation after the change was completed ('Vrácená částka na dárkovou kartu (gift_card_7245904): 17,99 $'). The user also confirmed understanding of this amount.
Czech language judge: 1 major 2 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Chtěl bych provést změnu v jedné své objednávce. Objednal jsem si stolní lampu a rád bych ji vyměnil za nejlevnější stolní lampu, kterou máte momentálně k dispozici. Pokud bude nějaký rozdíl v ceně, chtěl bych ho dostat na dárkovou kartu. A také bych rád věděl, kolik mi celkově vrátíte.
agent
Dobrý den! Rád vám pomohu se změnou objednávky. Nejprve potřebuji ověřit vaši identitu. Můžete mi prosím poskytnout vaši e-mailovou adresu?
user
Bohužel si svou e-mailovou adresu nepamatuji. Můžu vám ale dát číslo objednávky – je to #W9300146. Případně vám můžu sdělit své jméno, pokud to pomůže.
agent
Děkuji za poskytnutí čísla objednávky. Pro ověření vaší identity potřebuji znát vaše jméno a zip kódMINOR'zip kód' is an English calque; a native Czech speaker would write 'PSČ' (poštovní směrovací číslo), or at least capitalized 'ZIP kód'.. Můžete mi prosím sdělit vaše křestní jméno, příjmení a zip kód?MINOR'zip kód' is an English calque; a native Czech speaker would write 'PSČ' (poštovní směrovací číslo), or at least capitalized 'ZIP kód'.
user
Dobře, pro ověření vám to sdělím. Jmenuji se Aarav Anderson a zip kód je 19031.
agent
→ find_user_id_by_name_zip({"first_name": "Aarav", "last_name": "Anderson", "zip": "19031"})
tool result
aarav_anderson_8794
agent
→ get_order_details({"order_id": "#W9300146"})
tool result
{"order_id": "#W9300146", "user_id": "aarav_anderson_8794", "address": {"address1": "931 Maple Drive", "address2": "Suite 985", "city": "Philadelphia", "country": "USA", "state": "PA", "zip": "19031"}, "items": [{"name": "Desk Lamp", "product_id": "6817146515", "item_id": "9190635437", "price": 153.23, "options": {"color": "black", "brightness": "low", "power source": "USB"}}], "status": "pending", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 153.23, "payment_method_id": "gift_card_7245904"}], "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_product_details({"product_id": "6817146515"})
tool result
{"name": "Desk Lamp", "product_id": "6817146515", "variants": {"9083642334": {"item_id": "9083642334", "options": {"color": "white", "brightness": "high", "power source": "USB"}, "available": true, "price": 164.28}, "4385534692": {"item_id": "4385534692", "options": {"color": "white", "brightness": "high", "power source": "AC adapter"}, "available": false, "price": 138.07}, "7624783998": {"item_id": "7624783998", "options": {"color": "black", "brightness": "high", "power source": "AC adapter"}, "available": true, "price": 154.17}, "1270145486": {"item_id": "1270145486", "options": {"color": "white", "brightness": "high", "power source": "battery"}, "available": false, "price": 144.07}, "5320792178": {"item_id": "5320792178", "options": {"color": "black", "brightness": "medium", "power source": "AC adapter"}, "available": true, "price": 135.24}, "5370728469": {"item_id": "5370728469", "options": {"color": "silver", "brightness": "medium", "power source": "USB"}, "available": true, "price": 164.97}, "6805564527": {"item_id": "6805564527", "options": {"color": "black", "brightness": "medium", "power source": "USB"}, "available": true, "price": 158.41}, "1569765161": {"item_id": "1569765161", "options": {"color": "silver", "brightness": "low", "power source": "AC adapter"}, "available": true, "price": 143.02}, "7453605304": {"item_id": "7453605304", "options": {"color": "silver", "brightness": "low", "power source": "battery"}, "available": true, "price": 150.01}, "9190635437": {"item_id": "9190635437", "options": {"color": "black", "brightness": "low", "power source": "USB"}, "available": true, "price": 153.23}, "4447749792": {"item_id": "4447749792", "options": {"color": "white", "brightness": "medium", "power source": "AC adapter"}, "available": false, "price": 139.8}, "8384507844": {"item_id": "8384507844", "options": {"color": "white", "brightness": "medium", "power source": "USB"}, "available": false, "price": 137.94}}}
agent
Pro vaši objednávku #W9300146 jsem našel nejlevnější dostupnou variantu stolní lampy. Zde jsou podrobnosti navrhované změny: - **Aktuální položka:** Stolní lampa (černá, nízký jas, USB) – cena 153,23 $ - **Nová položka:** Stolní lampa (černá, střední jas, AC adaptér) – cena 135,24 $ - **Celková částka, která vám bude vrácena na dárkovou kartu (gift_card_7245904):** 17,99 $ ⚠️ **Důležité upozornění:** U objednávky ve stavu `pending` lze položky upravit pouze jednou. Po potvrzení této změny se stav objednávky změní na `pending (items modified)` a již nebude možné ji dále upravovat ani zrušit. Prosím, ujistěte se, že chcete upravit právě tuto položku a že jste poskytl všechny položky, které chcete změnit. Potvrzujete prosím provedení této změny? (ano/ne)
user
Ano, potvrzuji. Chci vyměnit stávající stolní lampu za tu nejlevnější, kterou jste našel, a rozdíl 17,99 $ nechat připsat na dárkovou kartu. Děkuji za upozornění, že už to pak nepůjde změnit – s tím počítám.
agent
→ modify_pending_order_items({"item_ids": ["9190635437"], "new_item_ids": ["5320792178"], "order_id": "#W9300146", "payment_method_id": "gift_card_7245904"})
tool result
{"order_id": "#W9300146", "user_id": "aarav_anderson_8794", "address": {"address1": "931 Maple Drive", "address2": "Suite 985", "city": "Philadelphia", "country": "USA", "state": "PA", "zip": "19031"}, "items": [{"name": "Desk Lamp", "product_id": "6817146515", "item_id": "5320792178", "price": 135.24, "options": {"color": "black", "brightness": "medium", "power source": "AC adapter"}}], "status": "pending (item modified)", "fulfillments": [], "payment_history": [{"transaction_type": "payment", "amount": 153.23, "payment_method_id": "gift_card_7245904"}, {"transaction_type": "refund", "amount": 17.98999999999998, "payment_method_id": "gift_card_7245904"}], "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
Změna byla úspěšně provedena! Zde je shrnutí provedené akce: - **Objednávka:** #W9300146 - **Stav objednávky:** pending (item modified) - **Nová položka:** Stolní lampa (černá, střední jas, AC adaptér) – cena 135,24 $ - **Vrácená částka na dárkovou kartu (gift_card_7245904):** 17,99 $ Jak jsem již zmínil, tato objednávka již nelze dále upravovat ani zrušitMAJORCase error: the impersonal construction 'nelze' + infinitive requires the object in the accusative, not the nominative. Correct: 'tuto objednávku již nelze dále upravovat ani zrušit' (or rephrase with a passive: 'tato objednávka již nemůže být dále upravována ani zrušena').. Pokud budete potřebovat další pomoc, neváhejte se ozvat.
user
Výborně, děkuji za rychlé vyřízení. Takže celkově mi na dárkovou kartu přijde 17,99 $ – přesně to jsem chtěl vědět. Přeji 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.