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

English vs Czech · task 77

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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 ordered a perfume and you just tried a little bit and you like it a lot. You want to get the maximum size available for it.
known to the user
You name is Ivan Johnson and your zip code is 94183.
deliberately unknown
You do not remember your email address
how to behave
If the agent cannot help with placing a new order, ask to exchange your current bottle for the largest size available.
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
  • exchange_delivered_order_items({"order_id": "#W1671835", "item_ids": ["5081446110"], "new_item_ids": ["3399869890"], "payment_method_id": "paypal_6918118"})
reward basis
DB, NL_ASSERTION

English

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (9/9 turns in en) · 242s · user_stop
agent
Hi! How can I help you today?
user
Hi there! So I recently ordered a perfume from you guys, and I just tried a little bit of it — I absolutely love it! I was hoping to get the biggest size you have available for it. Can you help me with that?
agent
I'd be happy to help you with that! First, I need to authenticate your identity. Could you please provide me with the email address associated with your account?
user
Oh, hmm — I actually don't remember which email address I used for the account. Sorry about that! Is there another way you can look me up? My name is Ivan Johnson, and my zip code is 94183, if that helps.
agent
No problem! Let me look you up using your name and zip code.
→ find_user_id_by_name_zip({"first_name": "Ivan", "last_name": "Johnson", "zip": "94183"})
tool result
ivan_johnson_6036
agent
Thank you, Ivan! I found your account. Let me pull up your details to look at your order.
→ get_user_details({"user_id": "ivan_johnson_6036"})
tool result
{"user_id": "ivan_johnson_6036", "name": {"first_name": "Ivan", "last_name": "Johnson"}, "address": {"address1": "581 Hillcrest Drive", "address2": "Suite 869", "city": "San Francisco", "country": "USA", "state": "CA", "zip": "94183"}, "email": "ivan.johnson5749@example.com", "payment_methods": {"paypal_6918118": {"source": "paypal", "id": "paypal_6918118"}}, "orders": ["#W1671835"]}
agent
Let me look at your order details.
→ get_order_details({"order_id": "#W1671835"})
tool result
{"order_id": "#W1671835", "user_id": "ivan_johnson_6036", "address": {"address1": "851 Pine Lane", "address2": "Suite 428", "city": "Fort Worth", "country": "USA", "state": "TX", "zip": "76115"}, "items": [{"name": "Perfume", "product_id": "6858788497", "item_id": "5081446110", "price": 322.52, "options": {"scent family": "woody", "size": "30ml", "gender": "men"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["820626058356"], "item_ids": ["5081446110"]}], "payment_history": [{"transaction_type": "payment", "amount": 322.52, "payment_method_id": "paypal_6918118"}], "cancel_reason": null, "exchange_items": null, "exchange_new_items": null, "exchange_payment_method_id": null, "exchange_price_difference": null, "return_items": null, "return_payment_method_id": null}
agent
I found your order. You ordered a **Perfume** (woody, men, 30ml) for $322.52, and it's been delivered. You'd like to exchange it for the biggest size available of the same perfume. Let me check what sizes are available for this product.
→ get_product_details({"product_id": "6858788497"})
tool result
{"name": "Perfume", "product_id": "6858788497", "variants": {"9007697085": {"item_id": "9007697085", "options": {"scent family": "fresh", "size": "50ml", "gender": "men"}, "available": true, "price": 318.96}, "5081446110": {"item_id": "5081446110", "options": {"scent family": "woody", "size": "30ml", "gender": "men"}, "available": true, "price": 322.52}, "1325156478": {"item_id": "1325156478", "options": {"scent family": "oriental", "size": "30ml", "gender": "men"}, "available": true, "price": 298.52}, "1002370030": {"item_id": "1002370030", "options": {"scent family": "woody", "size": "50ml", "gender": "women"}, "available": false, "price": 290.25}, "3399869890": {"item_id": "3399869890", "options": {"scent family": "woody", "size": "100ml", "gender": "men"}, "available": true, "price": 312.04}, "5421902839": {"item_id": "5421902839", "options": {"scent family": "oriental", "size": "100ml", "gender": "men"}, "available": true, "price": 328.25}, "1725100896": {"item_id": "1725100896", "options": {"scent family": "oriental", "size": "30ml", "gender": "unisex"}, "available": false, "price": 289.66}, "9447903288": {"item_id": "9447903288", "options": {"scent family": "fresh", "size": "30ml", "gender": "men"}, "available": false, "price": 296.78}, "8316205423": {"item_id": "8316205423", "options": {"scent family": "woody", "size": "30ml", "gender": "women"}, "available": true, "price": 288.75}, "6826843914": {"item_id": "6826843914", "options": {"scent family": "fresh", "size": "100ml", "gender": "men"}, "available": false, "price": 326.74}}}
agent
I found the details. Your order was for a **Perfume** (woody, men, 30ml) at $322.52, which has been delivered. For the same perfume (woody, men), the biggest size available is the **100ml** option (item #3399869890) at **$312.04**. Since this is a delivered order, I can process this as an **exchange** of your 30ml perfume for the 100ml one. Here are the details: - **Exchange from:** Perfume (woody, men, 30ml) — $322.52 - **Exchange to:** Perfume (woody, men, 100ml) — $312.04 - **Price difference:** You would receive a refund of **$10.48** (since the new item is cheaper) The refund would go to your original payment method (PayPal). Would you like to proceed with this exchange? Please confirm with a yes or no.
user
Yes, that sounds perfect! Funny that the bigger bottle is actually cheaper, but I'm not complaining. Let's go ahead with the exchange — the 100ml is exactly what I wanted.
agent
Great! Let me process the exchange for you.
→ exchange_delivered_order_items({"order_id": "#W1671835", "item_ids": ["5081446110"], "new_item_ids": ["3399869890"], "payment_method_id": "paypal_6918118"})
tool result
{"order_id": "#W1671835", "user_id": "ivan_johnson_6036", "address": {"address1": "851 Pine Lane", "address2": "Suite 428", "city": "Fort Worth", "country": "USA", "state": "TX", "zip": "76115"}, "items": [{"name": "Perfume", "product_id": "6858788497", "item_id": "5081446110", "price": 322.52, "options": {"scent family": "woody", "size": "30ml", "gender": "men"}}], "status": "exchange requested", "fulfillments": [{"tracking_id": ["820626058356"], "item_ids": ["5081446110"]}], "payment_history": [{"transaction_type": "payment", "amount": 322.52, "payment_method_id": "paypal_6918118"}], "cancel_reason": null, "exchange_items": ["5081446110"], "exchange_new_items": ["3399869890"], "exchange_payment_method_id": "paypal_6918118", "exchange_price_difference": -10.48, "return_items": null, "return_payment_method_id": null}
agent
Your exchange has been processed successfully! Here's a summary: - **Order #W1671835** status is now **exchange requested** - **Exchanged:** Perfume (woody, men, 30ml) → Perfume (woody, men, 100ml) - **Price difference refund:** **$10.48** will be refunded to your PayPal account You'll receive a follow-up email with instructions on how and where to return the 30ml item. There's no need to place a new order. Is there anything else I can help you with?
user
That's wonderful, thank you so much for your help! I'll keep an eye out for that email with the return instructions. That's all I needed — have a great day! ###STOP###

Czech

reward 1.00 · DB 1.00 · NL_ASSERTION 1.00 · language 1.00 (11/11 turns in cs) · 256s · user_stop
Czech language judge: 0 major 2 minor
agent
Dobrý den! Jak vám mohu dnes pomoci?
user
Dobrý den! Rád bych se zeptal na svou objednávku parfému. Objednal jsem si ho nedávno, vyzkoušel jsem si trošku a moc mi zachutnal – vlastně se mi opravdu líbí. Chtěl bych si proto objednat co největší balení, které máte k dispozici. Můžete mi s tím pomoct?
agent
Dobrý den! Rád vám pomohu s objednávkou parfému. Než se do toho pustíme, potřebuji vás nejprve ověřit. Můžete mi prosím sdělit svou e-mailovou adresu, nebo jméno a PSČ?
user
E-mailovou adresu si bohužel nepamatuji, ale můžu vám dát své jméno a PSČ. Jmenuji se Ivan Johnson a PSČ je 94183.
agent
Děkuji! Ověřím vás podle jména a PSČ.
→ find_user_id_by_name_zip({"first_name": "Ivan", "last_name": "Johnson", "zip": "94183"})
tool result
ivan_johnson_6036
agent
Děkuji, Ivane. Našel jsem váš účet. Podívám se na vaše objednávky.
→ get_user_details({"user_id": "ivan_johnson_6036"})
tool result
{"user_id": "ivan_johnson_6036", "name": {"first_name": "Ivan", "last_name": "Johnson"}, "address": {"address1": "581 Hillcrest Drive", "address2": "Suite 869", "city": "San Francisco", "country": "USA", "state": "CA", "zip": "94183"}, "email": "ivan.johnson5749@example.com", "payment_methods": {"paypal_6918118": {"source": "paypal", "id": "paypal_6918118"}}, "orders": ["#W1671835"]}
agent
Podívám se na detaily vaší objednávky.
→ get_order_details({"order_id": "#W1671835"})
tool result
{"order_id": "#W1671835", "user_id": "ivan_johnson_6036", "address": {"address1": "851 Pine Lane", "address2": "Suite 428", "city": "Fort Worth", "country": "USA", "state": "TX", "zip": "76115"}, "items": [{"name": "Perfume", "product_id": "6858788497", "item_id": "5081446110", "price": 322.52, "options": {"scent family": "woody", "size": "30ml", "gender": "men"}}], "status": "delivered", "fulfillments": [{"tracking_id": ["820626058356"], "item_ids": ["5081446110"]}], "payment_history": [{"transaction_type": "payment", "amount": 322.52, "payment_method_id": "paypal_6918118"}], "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
Podívám se na dostupné varianty parfému, který jste si objednal, abych zjistil největší dostupné balení.
→ get_product_details({"product_id": "6858788497"})
tool result
{"name": "Perfume", "product_id": "6858788497", "variants": {"9007697085": {"item_id": "9007697085", "options": {"scent family": "fresh", "size": "50ml", "gender": "men"}, "available": true, "price": 318.96}, "5081446110": {"item_id": "5081446110", "options": {"scent family": "woody", "size": "30ml", "gender": "men"}, "available": true, "price": 322.52}, "1325156478": {"item_id": "1325156478", "options": {"scent family": "oriental", "size": "30ml", "gender": "men"}, "available": true, "price": 298.52}, "1002370030": {"item_id": "1002370030", "options": {"scent family": "woody", "size": "50ml", "gender": "women"}, "available": false, "price": 290.25}, "3399869890": {"item_id": "3399869890", "options": {"scent family": "woody", "size": "100ml", "gender": "men"}, "available": true, "price": 312.04}, "5421902839": {"item_id": "5421902839", "options": {"scent family": "oriental", "size": "100ml", "gender": "men"}, "available": true, "price": 328.25}, "1725100896": {"item_id": "1725100896", "options": {"scent family": "oriental", "size": "30ml", "gender": "unisex"}, "available": false, "price": 289.66}, "9447903288": {"item_id": "9447903288", "options": {"scent family": "fresh", "size": "30ml", "gender": "men"}, "available": false, "price": 296.78}, "8316205423": {"item_id": "8316205423", "options": {"scent family": "woody", "size": "30ml", "gender": "women"}, "available": true, "price": 288.75}, "6826843914": {"item_id": "6826843914", "options": {"scent family": "fresh", "size": "100ml", "gender": "men"}, "available": false, "price": 326.74}}}
agent
Děkuji za trpělivost, Ivane. Našel jsem vaši objednávku parfému: - **Objednávka #W1671835** (doručena): Parfém, scent family **woody**, velikost **30ml**, pánské, za 322,52 USD. Podíval jsem se na dostupné varianty tohoto parfému. Největší dostupné balení ve stejné vůni (woody, pánské) je **100ml** za **312,04 USD** (položka 3399869890). Vzhledem k tomu, že vaše objednávka je již doručena, mohu vám nabídnout **výměnu** položky z doručené objednávky za větší balení (100ml). Chtěl byste provést výměnu vaší doručené objednávky na toto větší baleníMINOR"výměna na" is a calque of English "exchange for"; Czech uses the preposition "za" with "výměna/vyměnit". Naturally: "provést výměnu vaší doručené objednávky za toto větší balení" (or "vyměnit ... za toto větší balení").?
user
Ano, to zní skvěle! 100 ml je přesně to, co chci – největší dostupné balení. Souhlasím s výměnou své současné lahvičky 30 ml za toto větší balení. Můžeme to prosím zařídit?
agent
Skvělé! Rád vám s výměnou pomohu. Než ji provedu, shrnu vám detaily výměny: **Výměna z doručené objednávky #W1671835:** - **Vyměňovaná položka:** Parfém (woody, 30ml, pánské) – položka 5081446110, cena 322,52 USD - **Nová položka:** Parfém (woody, 100ml, pánské) – položka 3399869890, cena 312,04 USD - **Cenový rozdíl:** Nová položka je levnější o **10,48 USD**, takže vám bude tato částka vrácena. Vzhledem k tomu, že nová položka je levnější, obdržíte refundaci 10,48 USD. Refundace může jít na původní platební metodu (paypal_6918118) nebo na existující dárkovou kartu. Váš účet má pouze PayPal (paypal_6918118). Můžete prosím potvrdit, že souhlasíte s touto výměnou a že jste uvedl všechny položky, které chcete vyměnit? A potvrzujete, že refundace má jít na váš PayPal (paypal_6918118)?
user
Ano, všechno souhlasí. Potvrzuji výměnu – chci vyměnit pouze tu jednu lahvičku 30 ml za balení 100 ml. A refundaci 10,48 USD můžete poslat na můj PayPal. Děkuji!
agent
Děkuji za potvrzení! Provádím výměnu.
→ exchange_delivered_order_items({"order_id": "#W1671835", "item_ids": ["5081446110"], "new_item_ids": ["3399869890"], "payment_method_id": "paypal_6918118"})
tool result
{"order_id": "#W1671835", "user_id": "ivan_johnson_6036", "address": {"address1": "851 Pine Lane", "address2": "Suite 428", "city": "Fort Worth", "country": "USA", "state": "TX", "zip": "76115"}, "items": [{"name": "Perfume", "product_id": "6858788497", "item_id": "5081446110", "price": 322.52, "options": {"scent family": "woody", "size": "30ml", "gender": "men"}}], "status": "exchange requested", "fulfillments": [{"tracking_id": ["820626058356"], "item_ids": ["5081446110"]}], "payment_history": [{"transaction_type": "payment", "amount": 322.52, "payment_method_id": "paypal_6918118"}], "cancel_reason": null, "exchange_items": ["5081446110"], "exchange_new_items": ["3399869890"], "exchange_payment_method_id": "paypal_6918118", "exchange_price_difference": -10.48, "return_items": null, "return_payment_method_id": null}
agent
Výměna byla úspěšně provedena! 🎉 **Shrnutí výměny objednávky #W1671835:** - **Vyměňovaná položka:** Parfém (woody, 30ml, pánské) – položka 5081446110 - **Nová položka:** Parfém (woody, 100ml, pánské) – položka 3399869890 - **Cenový rozdíl:** -10,48 USD (bude vám vráceno na PayPal paypal_6918118) - **Stav objednávky:** exchange requested Brzy obdržíte e-mail s pokyny, jak vrátit původní položku. Není potřeba zadávat novou objednávku. Ještě něco dalšího, s čím vám mohu pomoci?
user
To je všechno, moc děkuji za pomoc! Výměna proběhla hladce a jsem moc spokojený. Hezký den!
agent
Rádo se stalo, Ivane! Jsem rád, že jsem vám mohl pomoci s výměnou parfému na větší baleníMINORSame calque: "výměna na" should be "výměna za" -- "s výměnou parfému za větší balení".. 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.