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

English vs Czech · task 12

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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 just got into gaming and want to cancel or return everything not associated with it. (Everything except a keyboard and a mouse, but do not reveal it to the agent). PayPal is prefered for refund, but otherwise you are angry and ask for human agent for help.
known to the user
You are mia_garcia_4516 (mia.garcia2723@example.com).
how to behave
You are into gaming but realized the importance of studying hard recently.
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_email({"email": "mia.garcia2723@example.com"})
  • get_user_details({"user_id": "mia_garcia_4516"})
  • get_order_details({"order_id": "#W5490111"})
  • get_order_details({"order_id": "#W7387996"})
  • transfer_to_human_agents({"summary": "The user prefers PayPal for refund, but the agent cannot help."})
reward basis
DB, NL_ASSERTION

English

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (5/5 turns in en) · 273s · user_stop
agent
Hi! How can I help you today?
user
Hi! I need to return some stuff I ordered recently. I kind of went on a shopping spree after getting into gaming, but I've realized I really need to focus on my studies instead, so I want to send most of it back.
agent
I'm sorry to hear that, but I can certainly help you with your returns. To get started, could you please provide me with your email address, or your first and last name along with your zip code?
user
Sure, my email is mia.garcia2723@example.com.
agent
→ find_user_id_by_email({"email": "mia.garcia2723@example.com"})
tool result
mia_garcia_4516
agent
→ get_user_details({"user_id": "mia_garcia_4516"})
tool result
{"user_id": "mia_garcia_4516", "name": {"first_name": "Mia", "last_name": "Garcia"}, "address": {"address1": "537 Main Street", "address2": "Suite 572", "city": "Indianapolis", "country": "USA", "state": "IN", "zip": "46229"}, "email": "mia.garcia2723@example.com", "payment_methods": {"paypal_9497703": {"source": "paypal", "id": "paypal_9497703"}, "credit_card_3124723": {"source": "credit_card", "id": "credit_card_3124723", "brand": "visa", "last_four": "7285"}}, "orders": ["#W5490111", "#W7387996"]}
agent
I've found your account. I see you have two recent orders: #W5490111 and #W7387996. Which order would you like to return items from, and which items would you like to send back?
user
Honestly, pretty much everything from both orders. Could you tell me what items are in each one? I want to make sure I don't miss anything.
agent
→ get_order_details({"order_id": "#W5490111"})
tool result
{"order_id": "#W5490111", "user_id": "mia_garcia_4516", "address": {"address1": "537 Main Street", "address2": "Suite 572", "city": "Indianapolis", "country": "USA", "state": "IN", "zip": "46229"}, "items": [{"name": "Water Bottle", "product_id": "8310926033", "item_id": "4579334072", "price": 54.85, "options": {"capacity": "750ml", "material": "glass", "color": "black"}}, {"name": "Mechanical Keyboard", "product_id": "1656367028", "item_id": "1421289881", "price": 268.77, "options": {"switch type": "linear", "backlight": "none", "size": "80%"}}, {"name": "Action Camera", "product_id": "3377618313", "item_id": "6117189161", "price": 481.5, "options": {"resolution": "4K", "waterproof": "yes", "color": "silver"}}, {"name": "Backpack", "product_id": "2524789262", "item_id": "4947717507", "price": 218.04, "options": {"color": "green", "size": "medium", "material": "leather", "compartment": "camera"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["574297338433"], "item_ids": ["4579334072", "1421289881", "6117189161", "4947717507"]}], "payment_history": [{"transaction_type": "payment", "amount": 1023.16, "payment_method_id": "credit_card_3124723"}], "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": "#W7387996"})
tool result
{"order_id": "#W7387996", "user_id": "mia_garcia_4516", "address": {"address1": "537 Main Street", "address2": "Suite 572", "city": "Indianapolis", "country": "USA", "state": "IN", "zip": "46229"}, "items": [{"name": "Gaming Mouse", "product_id": "5713490933", "item_id": "5796612084", "price": 158.89, "options": {"color": "RGB", "sensor type": "optical", "connectivity": "wired"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["200246490130"], "item_ids": ["5796612084"]}], "payment_history": [{"transaction_type": "payment", "amount": 158.89, "payment_method_id": "paypal_9497703"}], "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
Of course! Here are the items in each of your orders: **Order #W5490111:** - Water Bottle - Mechanical Keyboard - Action Camera - Backpack **Order #W7387996:** - Gaming Mouse Please let me know exactly which items you'd like to return from each order. Also, for the refund, you can choose to have it sent back to the original payment method used for each order, or to an existing gift card. Which would you prefer?
user
Thanks! So from order #W5490111, I'd like to return the Water Bottle, the Action Camera, and the Backpack. I'll hang onto the keyboard and the mouse. As for the refund, I'd really prefer it to go to my PayPal account. Is that possible?
agent
I'm sorry, but for order #W5490111, the refund must be sent either to the original payment method (the credit card ending in 7285) or to an existing gift card. It cannot be sent to your PayPal account since that wasn't the original payment method for this specific order. Would you like the refund to go to your credit card or a gift card?
user
Ugh, that's really frustrating! I specifically want the refund to go to my PayPal — that's where I need the money. Why is this so complicated? Honestly, I'd like to speak with a human agent about this. Can you transfer me to someone who can actually help me get my refund to PayPal?
agent
→ transfer_to_human_agents({"summary": "User Mia Garcia (mia_garcia_4516) wants to return items from order #W5490111 but insists on receiving the refund via PayPal, which was not the original payment method for that order. The user is frustrated and has requested to speak with a human agent."})
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 0.80 (4/5 turns in cs) · 259s · user_stop
Czech language judge: 2 major 0 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den, potřebovala bych vrátit nebo zrušit své nedávné nákupy. Nakoupila jsem u vás spoustu věcí, ale teď jsem si uvědomila, že se musím soustředit na studium, takže chci vrátit všechno. Můžete mi s tím pomoct?
agent
Ráda vám s tím pomohu. Pro začátek vás však musím ověřit. Mohli byste mi prosím poskytnout svou e-mailovou adresu, nebo alternativně své jméno a PSČ?
user
Jasně, můj e-mail je mia.garcia2723@example.com.
agent
→ find_user_id_by_email({"email": "mia.garcia2723@example.com"})
tool result
mia_garcia_4516
agent
→ get_user_details({"user_id": "mia_garcia_4516"})
tool result
{"user_id": "mia_garcia_4516", "name": {"first_name": "Mia", "last_name": "Garcia"}, "address": {"address1": "537 Main Street", "address2": "Suite 572", "city": "Indianapolis", "country": "USA", "state": "IN", "zip": "46229"}, "email": "mia.garcia2723@example.com", "payment_methods": {"paypal_9497703": {"source": "paypal", "id": "paypal_9497703"}, "credit_card_3124723": {"source": "credit_card", "id": "credit_card_3124723", "brand": "visa", "last_four": "7285"}}, "orders": ["#W5490111", "#W7387996"]}
agent
→ get_order_details({"order_id": "#W5490111"})
tool result
{"order_id": "#W5490111", "user_id": "mia_garcia_4516", "address": {"address1": "537 Main Street", "address2": "Suite 572", "city": "Indianapolis", "country": "USA", "state": "IN", "zip": "46229"}, "items": [{"name": "Water Bottle", "product_id": "8310926033", "item_id": "4579334072", "price": 54.85, "options": {"capacity": "750ml", "material": "glass", "color": "black"}}, {"name": "Mechanical Keyboard", "product_id": "1656367028", "item_id": "1421289881", "price": 268.77, "options": {"switch type": "linear", "backlight": "none", "size": "80%"}}, {"name": "Action Camera", "product_id": "3377618313", "item_id": "6117189161", "price": 481.5, "options": {"resolution": "4K", "waterproof": "yes", "color": "silver"}}, {"name": "Backpack", "product_id": "2524789262", "item_id": "4947717507", "price": 218.04, "options": {"color": "green", "size": "medium", "material": "leather", "compartment": "camera"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["574297338433"], "item_ids": ["4579334072", "1421289881", "6117189161", "4947717507"]}], "payment_history": [{"transaction_type": "payment", "amount": 1023.16, "payment_method_id": "credit_card_3124723"}], "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": "#W7387996"})
tool result
{"order_id": "#W7387996", "user_id": "mia_garcia_4516", "address": {"address1": "537 Main Street", "address2": "Suite 572", "city": "Indianapolis", "country": "USA", "state": "IN", "zip": "46229"}, "items": [{"name": "Gaming Mouse", "product_id": "5713490933", "item_id": "5796612084", "price": 158.89, "options": {"color": "RGB", "sensor type": "optical", "connectivity": "wired"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["200246490130"], "item_ids": ["5796612084"]}], "payment_history": [{"transaction_type": "payment", "amount": 158.89, "payment_method_id": "paypal_9497703"}], "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
Zjistila jsem, že máte dvě nedávné objednávky, ale obě jsou již v stavu „doručeno“MAJORThe preposition must take the form "ve" before the consonant cluster "st-": correct is "ve stavu". "V stavu" is a grammar/spelling error a checker would flag.. To znamená, že je již nelze zrušit, ale můžete je vrátit. Zde jsou detaily vašich objednávek: **Objednávka #W5490111 (Doručena):** - Water Bottle - Mechanical Keyboard - Action Camera - Backpack **Objednávka #W7387996 (Doručena):** - Gaming Mouse Pokud si přejete vrátit všechny položky z obou objednávek, potvrďte mi to prosím. Zároveň budu potřebovat vědět, na jaký způsob platby si přejete vrácení peněz. Vrácení je možné buď na původní způsob platby (pro každou objednávku zvlášť), nebo na váš dárkový poukaz (pokud jej máte). K dispozici máte tyto způsoby platby: - PayPal (paypal_9497703) - Kreditní karta Visa končící na 7285 (credit_card_3124723)
user
Moment, všechno ne. Mechanickou klávesnici a herní myš si chci nechat, ty vracet nebudu. Všechno ostatní ale ano – tedy tu láhev na vodu, akční kameru a batoh. A peníze bych chtěla vrátit na PayPal, pokud to jde.
agent
Rozumím, tedy si ponecháte mechanickou klávesnici a herní myš a chcete vrátit láhev na vodu, akční kameru a batoh z objednávky #W5490111. Musím vás však upozornit na jednu věc ohledně vrácení peněz. Podle našich pravidel musí být refundace provedena buď na původní způsob platby, nebo na dárkový poukaz. Protože jste objednávku #W5490111 hradila kreditní kartou Visa (končící na 7285), nemohu peníze za tyto položky vrátit na váš PayPal účet. Můžeme tedy postupovat takto: **Vrácení položek z objednávky #W5490111:** - Láhev na vodu (Water Bottle) - Akční kamera (Action Camera) - Batoh (Backpack) **Způsob vrácení peněz:** Původní kreditní karta Visa (credit_card_3124723) Pokud s tímto souhlasíte, potvrďte mi to prosím (odpovězte „ano“) a já vrácení peněz spustím. Poté obdržíte e-mail s dalšími pokyny, jak zboží zaslat zpět.
user
To je ale absurdní! Proč mi nemůžete peníze poslat na PayPal, když ho mám u vás taky uložený? Vždyť je to přece jedno, kam ty peníze pošlete, hlavně že je vrátíte! S tímhle rozhodně nesouhlasím. Chci mluvit s někým, kdo to dokáže vyřešit – předejte mě prosím na živého operátora nebo vašeho nadřízeného!
agent
→ transfer_to_human_agents({"summary": "User Mia Garcia (mia_garcia_4516) wants to return items from order #W5490111 (Water Bottle, Action Camera, Backpack) but insists on receiving the refund on her PayPal account instead of the original credit card. Since this is against the policy, the user became frustrated and requested to speak with a human agent."})
tool result
Transfer successful
agent
JSTE PŘEPOJOVÁNA NA OPERÁTORA. PROSÍM, ZLEHCE ZAPOČKEJTE.MAJOR"Zlehce" is not a standard Czech word and does not mean "briefly" (the intended meaning of "please hold on"). A native speaker would write "Prosím, chvíli počkejte." or "Prosím, krátce vyčkejte."
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.