arunp0/yama-indic
Zero-Shot Classification • 0.6B • Updated • 91 • 3
Datasets:
state stringlengths 8 2.02k | questions unknown | gold unknown | sampled_gold unknown | profile stringclasses 3
values | meta dict |
|---|---|---|---|---|---|
Hi, I just saw the payment reminder. I’ll clear the dues by Friday when I get my salary credited. Let me know if there’s any late fee I need to include. | {
"payment_intent": {
"type": "choice",
"instructions": "What is the customer's stated or implied intent regarding their overdue payment?",
"criteria": {
"will_pay_soon": "Customer explicitly states they will pay within the next 3 days or references a specific upcoming transaction.",
"cannot_p... | {
"payment_intent": "will_pay_soon",
"financial_hardship_mentioned": false
} | {
"payment_intent": "will_pay_soon",
"financial_hardship_mentioned": false,
"urgency_level": 0,
"contact_channel_preference": "NONE_OF_THE_OPTIONS"
} | general | {
"domain": "fintech lending app collections",
"language": "English",
"register": "chat message to a support bot",
"length": "2-3 sentences",
"noise": "clean",
"provider": "Venice",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
je ne paierai pas cette dette et je nai pas de travail depuis des mois alors vos menaces ne marchent pas envoyez moi des notifications dans lapp si vous voulez mais arretez les appels | {
"payment_intent": {
"type": "choice",
"instructions": "What is the customer's stated or implied intent regarding their overdue payment?",
"criteria": {
"will_pay_soon": "Customer explicitly states they will pay within the next 3 days or references a specific upcoming transaction.",
"cannot_p... | {
"payment_intent": "threatens_non_payment",
"financial_hardship_mentioned": true
} | {
"payment_intent": "threatens_non_payment",
"financial_hardship_mentioned": true,
"urgency_level": 0,
"contact_channel_preference": "app_notification"
} | general | {
"domain": "fintech lending app collections",
"language": "French",
"register": "WhatsApp-style message",
"length": "a short paragraph",
"noise": "no punctuation, lowercase",
"provider": "Venice",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
ఈ రోజు ఐదు వేలు కట్టాలంటే ఇంకా పేమెంట్ చేయలేని పరిస్థితిలో ఉన్నాను, కానీ మీరు నాకు మరికొన్ని రోజులు గడువు ఇస్తే తప్పకుండా చెల్లిస్తాను. కాల్ చేయకండి, యాప్ లో మెసేజ్ చేస్తే సమాధానం ఇస్తాను. | {
"payment_intent": {
"type": "choice",
"instructions": "What is the customer's stated or implied intent regarding their overdue payment?",
"criteria": {
"will_pay_soon": "Customer explicitly states they will pay within the next 3 days or references a specific upcoming transaction.",
"cannot_p... | {
"financial_hardship_mentioned": false,
"urgency_level": 1
} | {
"payment_intent": "threatens_non_payment",
"financial_hardship_mentioned": false,
"urgency_level": 1,
"contact_channel_preference": "app_notification"
} | general | {
"domain": "fintech lending app collections",
"language": "Telugu",
"register": "app review",
"length": "a short paragraph",
"noise": "clean",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
मैं कल तक 5000 रुपये भेज रहा हूं, बस थोड़ी देर में पेमेंट कर दूंगा क्योंकि कलेक्शन एजेंट लगातार कॉल कर रहा है और डरा रहा है। कृपया अब कॉल न करें, मैं टेक्स्ट के जरिए ही सब कुछ संभाल लूंगा। | {
"payment_intent": {
"type": "choice",
"instructions": "What is the customer's stated or implied intent regarding their overdue payment?",
"criteria": {
"will_pay_soon": "Customer explicitly states they will pay within the next 3 days or references a specific upcoming transaction.",
"cannot_p... | {
"payment_intent": "will_pay_soon",
"financial_hardship_mentioned": false,
"urgency_level": 3,
"contact_channel_preference": "call_avoidance"
} | {
"payment_intent": "will_pay_soon",
"financial_hardship_mentioned": false,
"urgency_level": 3,
"contact_channel_preference": "call_avoidance"
} | general | {
"domain": "fintech lending app collections",
"language": "Hindi in Devanagari script",
"register": "social media post",
"length": "2-3 sentences",
"noise": "a few typos",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
मेरा भुगतान अगले दो दिनों में हो जाएगा, सैलरी आते ही क्लियर कर दूंगा। अगर क्रेडिट स्कोर पर असर पड़ा तो बड़ी समस्या हो जाएगी। कृपया अपडेट के लिए SMS करें। | {
"payment_intent": {
"type": "choice",
"instructions": "What is the customer's stated or implied intent regarding their overdue payment?",
"criteria": {
"will_pay_soon": "Customer explicitly states they will pay within the next 3 days or references a specific upcoming transaction.",
"cannot_p... | {
"payment_intent": "will_pay_soon",
"financial_hardship_mentioned": false,
"urgency_level": 2,
"contact_channel_preference": "sms"
} | {
"payment_intent": "will_pay_soon",
"financial_hardship_mentioned": false,
"urgency_level": 2,
"contact_channel_preference": "sms"
} | general | {
"domain": "fintech lending app collections",
"language": "Hindi in Devanagari script",
"register": "social media post",
"length": "2-3 sentences",
"noise": "clean",
"provider": "Nebius",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
I've been trying to stick to a monthly budget for the past few months, but I keep going over on groceries and auto repairs. Last month, I spent ₹4,200 on groceries alone, which is way more than my ₹3,000 limit. My car also broke down unexpectedly, and I had to spend ₹6,800 on repairs, which wasn't in the plan at all. N... | {
"intent_type": {
"type": "choice",
"instructions": "What is the primary intent of the user's message?",
"criteria": {
"budget_assistance": "User is asking for help creating, adjusting, or tracking a budget.",
"expense_categorization": "User wants to classify a specific transaction or spendin... | {
"intent_type": "budget_assistance",
"mentions_specific_amount": true,
"urgency_level": 2,
"refers_to_past_behavior": true
} | {
"intent_type": "budget_assistance",
"mentions_specific_amount": true,
"urgency_level": 2,
"refers_to_past_behavior": true
} | general | {
"domain": "personal finance chatbot",
"language": "English",
"register": "form free-text field",
"length": "a longer, detailed message (6-10 sentences)",
"noise": "clean",
"provider": "Venice",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
me: yaar pls help kar do, meri credit card ka bill aagaya hai ₹55,000 ka aur kal tak pay karna hai warna late fee lag jayega!! maine pehle se hi do card par 35k-40k har mahine ka balance carry kiya hai kyunki salary ke end tak paise khatam ho jate hain. ab ye extra burden se meri credit score kharab ho jayegi pls batao... | {
"intent_type": {
"type": "choice",
"instructions": "What is the primary intent of the user's message?",
"criteria": {
"budget_assistance": "User is asking for help creating, adjusting, or tracking a budget.",
"expense_categorization": "User wants to classify a specific transaction or spendin... | {
"intent_type": "debt_management",
"mentions_specific_amount": true,
"urgency_level": 3
} | {
"intent_type": "debt_management",
"mentions_specific_amount": true,
"urgency_level": 3,
"refers_to_past_behavior": false
} | general | {
"domain": "personal finance chatbot",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "multi-turn chat transcript (2-4 turns, user and agent)",
"length": "a longer, detailed message (6-10 sentences)",
"noise": ... |
मुझे अपने दोस्त के जन्मदिन पर ₹15,000 का तोहफा मिला है। मैं पिछले कुछ महीनों से हर महीने कुछ बचत कर रहा था, लेकिन अब यह रकम कैसे संभालूँ इसको लेकर थोड़ी चिंता है। | {
"intent_type": {
"type": "choice",
"instructions": "What is the primary intent of the user's message?",
"criteria": {
"budget_assistance": "User is asking for help creating, adjusting, or tracking a budget.",
"expense_categorization": "User wants to classify a specific transaction or spendin... | {
"intent_type": "unexpected_income_advice",
"mentions_specific_amount": true,
"urgency_level": 1,
"refers_to_past_behavior": true
} | {
"intent_type": "unexpected_income_advice",
"mentions_specific_amount": true,
"urgency_level": 1,
"refers_to_past_behavior": true
} | general | {
"domain": "personal finance chatbot",
"language": "Hindi in Devanagari script",
"register": "social media post",
"length": "2-3 sentences",
"noise": "clean",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
Mujhe kal tak ₹10,000 chahiye warna ghar ke bill naa chal payenge aur main bohot pareshan hoon, pichle mahine bhi main ek payment miss kar chuka hoon. | {
"intent_type": {
"type": "choice",
"instructions": "What is the primary intent of the user's message?",
"criteria": {
"budget_assistance": "User is asking for help creating, adjusting, or tracking a budget.",
"expense_categorization": "User wants to classify a specific transaction or spendin... | {
"urgency_level": 3,
"refers_to_past_behavior": true
} | {
"intent_type": "NONE_OF_THE_OPTIONS",
"mentions_specific_amount": false,
"urgency_level": 3,
"refers_to_past_behavior": true
} | general | {
"domain": "personal finance chatbot",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "app review",
"length": "one short sentence",
"noise": "clean",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-25... |
i want to start saving for my daughter's education but i dont know how much i should set aside each month or where to keep the money im worried i might not be doing enough for her future | {
"intent_type": {
"type": "choice",
"instructions": "What is the primary intent of the user's message?",
"criteria": {
"budget_assistance": "User is asking for help creating, adjusting, or tracking a budget.",
"expense_categorization": "User wants to classify a specific transaction or spendin... | {
"intent_type": "financial_goal_planning",
"mentions_specific_amount": false,
"urgency_level": 1,
"refers_to_past_behavior": false
} | {
"intent_type": "financial_goal_planning",
"mentions_specific_amount": false,
"urgency_level": 1,
"refers_to_past_behavior": false
} | general | {
"domain": "personal finance chatbot",
"language": "English",
"register": "form free-text field",
"length": "a short paragraph",
"noise": "no punctuation, lowercase",
"provider": "Parasail",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
I got an eviction notice yesterday and they're changing the locks in two days — I don't know what to do. My landlord, Mr. Patel, said I have to leave by Sunday no matter what. | {
"jurisdiction_match": {
"type": "choice",
"instructions": "Does the described incident have a clear connection to a specific U.S. state or federal jurisdiction?",
"criteria": {
"state_specific": "The incident occurred in a named state and involves state law (e.g., car accident in California).",
... | {
"urgency_level": 2,
"evidence_mention": false
} | {
"jurisdiction_match": "state_specific",
"urgency_level": 2,
"party_clarity": false,
"evidence_mention": false
} | general | {
"domain": "legal intake for a law firm",
"language": "English",
"register": "social media post",
"length": "2-3 sentences",
"noise": "clean",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
User: meri problem hai, mai ek online platform pe seller hu, Delhi se, lekin ek customer ne mumbai me order kiya tha, phir wo product use nahi aaya toh usne review diya negative or Delhi, Mumbai, Bangalore sab jagah share kiya online...
Agent: toh aapke khilaf defamation chal raha hai kya?
User: haan, mai sab reviews a... | {
"jurisdiction_match": {
"type": "choice",
"instructions": "Does the described incident have a clear connection to a specific U.S. state or federal jurisdiction?",
"criteria": {
"state_specific": "The incident occurred in a named state and involves state law (e.g., car accident in California).",
... | {
"jurisdiction_match": "multi_state",
"urgency_level": 0,
"evidence_mention": true
} | {
"jurisdiction_match": "multi_state",
"urgency_level": 0,
"party_clarity": true,
"evidence_mention": true
} | general | {
"domain": "legal intake for a law firm",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "multi-turn chat transcript (2-4 turns, user and agent)",
"length": "one short sentence",
"noise": "abbreviations and tex... |
నిన్న సాయంత్రం నా ఇంటి ముందు ఒక పోలీస్ ఆఫీసర్ వచ్చి, నన్ను వెంటనే బయటకు రావాలని చెప్పాడు. నా అద్దెదారుడు శ్రీ రాజేష్ కుమార్, నన్ను ఇంటి నుండి బయటకు పంపించడానికి కోర్టు ఆదేశాలు పొందాడు. నేను ఇప్పటికే కోర్టులో హాజరు కావాల్సి ఉంది, కానీ నా దగ్గర ఏ పత్రాలూ లేవు. | {
"jurisdiction_match": {
"type": "choice",
"instructions": "Does the described incident have a clear connection to a specific U.S. state or federal jurisdiction?",
"criteria": {
"state_specific": "The incident occurred in a named state and involves state law (e.g., car accident in California).",
... | {
"jurisdiction_match": "unclear_jurisdiction",
"urgency_level": 3,
"party_clarity": true,
"evidence_mention": false
} | {
"jurisdiction_match": "unclear_jurisdiction",
"urgency_level": 3,
"party_clarity": true,
"evidence_mention": false
} | general | {
"domain": "legal intake for a law firm",
"language": "Telugu",
"register": "WhatsApp-style message",
"length": "a short paragraph",
"noise": "clean",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
mujhe kuch legal advice chahiye tha par pata nahi kaha se start kare. maine ek company ke saath ek deal ki thi online, par ab wo terms change kar rahi hai without any notice. maine unke customer care ko email bhi kiya tha, but no response aaya. meri taraf se contract ke PDF ko save bhi kiya hai jisme saare initial term... | {
"jurisdiction_match": {
"type": "choice",
"instructions": "Does the described incident have a clear connection to a specific U.S. state or federal jurisdiction?",
"criteria": {
"state_specific": "The incident occurred in a named state and involves state law (e.g., car accident in California).",
... | {
"jurisdiction_match": "unclear_jurisdiction",
"urgency_level": 0,
"party_clarity": false,
"evidence_mention": true
} | {
"jurisdiction_match": "unclear_jurisdiction",
"urgency_level": 0,
"party_clarity": false,
"evidence_mention": true
} | general | {
"domain": "legal intake for a law firm",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "chat message to a support bot",
"length": "a longer, detailed message (6-10 sentences)",
"noise": "abbreviations and tex... |
i need help fast because i got served with a federal lawsuit yesterday and it says i have to respond in three days the case is about some online posts i made about a company based in new york but i live in new jersey and the lawsuit was filed in chicago the company abc logistics is claiming i damaged their reputation a... | {
"jurisdiction_match": {
"type": "choice",
"instructions": "Does the described incident have a clear connection to a specific U.S. state or federal jurisdiction?",
"criteria": {
"state_specific": "The incident occurred in a named state and involves state law (e.g., car accident in California).",
... | {
"jurisdiction_match": "multi_state",
"urgency_level": 3,
"party_clarity": false,
"evidence_mention": true
} | {
"jurisdiction_match": "multi_state",
"urgency_level": 3,
"party_clarity": false,
"evidence_mention": true
} | general | {
"domain": "legal intake for a law firm",
"language": "English",
"register": "voice-assistant request transcript",
"length": "a longer, detailed message (6-10 sentences)",
"noise": "no punctuation, lowercase",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instr... |
Mera car se kuch unusual sound aa raha hai, jaise koi grinding ho rahi hai, especially jab mai turn leta hu. Pls koi slot dedo is week, preferably kal ya parso. Abhi tak chal raha hai par jaldi check karwana chahunga. | {
"booking_urgency_level": {
"type": "score",
"instructions": "Assess how urgently the customer needs their vehicle serviced based on the message content.",
"criteria": [
"No urgency indicated; appointment can be scheduled at convenience.",
"Mild urgency; customer prefers service within the ne... | {
"vehicle_drivability": false,
"service_type_inquiry": "diagnostic_inquiry",
"availability_preference": true
} | {
"booking_urgency_level": 1,
"vehicle_drivability": false,
"service_type_inquiry": "diagnostic_inquiry",
"availability_preference": true
} | general | {
"domain": "car service centre bookings",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "form free-text field",
"length": "2-3 sentences",
"noise": "abbreviations and texting shortcuts",
"provider": "Google"... |
मेरी कार में आज सुबह से चेक इंजन लाइट जल रही है और इंजन हल्का कंपन कर रहा है, कृपया जल्दी से जांच करवाएं। मैंने नियमित सर्विसिंग के लिए बुकिंग के लिए कहा था, लेकिन अब स्थिति गंभीर हो गई है। | {
"booking_urgency_level": {
"type": "score",
"instructions": "Assess how urgently the customer needs their vehicle serviced based on the message content.",
"criteria": [
"No urgency indicated; appointment can be scheduled at convenience.",
"Mild urgency; customer prefers service within the ne... | {
"booking_urgency_level": 3
} | {
"booking_urgency_level": 3,
"vehicle_drivability": true,
"service_type_inquiry": "routine_maintenance",
"availability_preference": false
} | general | {
"domain": "car service centre bookings",
"language": "Hindi in Devanagari script",
"register": "voice-assistant request transcript",
"length": "2-3 sentences",
"noise": "clean",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
गाडीला अपघात झाल्यानंतर बंपर आणि हेडलाइट बदलायची गरज आहे, कृपया लवकरात लवकर उपलब्धता सांगा माझ्या साठी | {
"booking_urgency_level": {
"type": "score",
"instructions": "Assess how urgently the customer needs their vehicle serviced based on the message content.",
"criteria": [
"No urgency indicated; appointment can be scheduled at convenience.",
"Mild urgency; customer prefers service within the ne... | {
"booking_urgency_level": 2,
"vehicle_drivability": false,
"service_type_inquiry": "repair_following_incident",
"availability_preference": true
} | {
"booking_urgency_level": 2,
"vehicle_drivability": false,
"service_type_inquiry": "repair_following_incident",
"availability_preference": true
} | general | {
"domain": "car service centre bookings",
"language": "Marathi",
"register": "app review",
"length": "one short sentence",
"noise": "a few typos",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
Ma voiture a calé brusquement hier soir après un bruit sourd sous le capot, je pense qu'il y a un problème mécanique sérieux. Pouvez-vous me prendre en urgence cette semaine, de préférence dès mardi ? | {
"booking_urgency_level": {
"type": "score",
"instructions": "Assess how urgently the customer needs their vehicle serviced based on the message content.",
"criteria": [
"No urgency indicated; appointment can be scheduled at convenience.",
"Mild urgency; customer prefers service within the ne... | {
"booking_urgency_level": 3,
"availability_preference": true
} | {
"booking_urgency_level": 3,
"vehicle_drivability": false,
"service_type_inquiry": "repair_following_incident",
"availability_preference": true
} | general | {
"domain": "car service centre bookings",
"language": "French",
"register": "social media post",
"length": "2-3 sentences",
"noise": "clean",
"provider": "Nebius",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
hey i want to upgrade my car's audio system and add a subwoofer but the engine sound is a bit rough lately though i can still drive fine | {
"booking_urgency_level": {
"type": "score",
"instructions": "Assess how urgently the customer needs their vehicle serviced based on the message content.",
"criteria": [
"No urgency indicated; appointment can be scheduled at convenience.",
"Mild urgency; customer prefers service within the ne... | {
"booking_urgency_level": 2,
"vehicle_drivability": false,
"service_type_inquiry": "performance_or_modification",
"availability_preference": false
} | {
"booking_urgency_level": 2,
"vehicle_drivability": false,
"service_type_inquiry": "performance_or_modification",
"availability_preference": false
} | general | {
"domain": "car service centre bookings",
"language": "English",
"register": "WhatsApp-style message",
"length": "one short sentence",
"noise": "no punctuation, lowercase",
"provider": "Parasail",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
my sister has the legal papers to handle everything for me since i can't travel and she will file the case next week but i got a notice that the property hearing is this friday and i have the emails from the tenant but accidentally deleted some of the rent payment screenshots | {
"has_statute_of_limitations_concern": {
"type": "choice",
"instructions": "Does the described incident raise a potential statute of limitations issue based on the timeline provided?",
"criteria": {
"yes_imminent": "The incident occurred close to or beyond the typical limitation period for the clai... | {
"involves_third_party_waiver": true,
"urgency_level": 2,
"evidence_availability": "partially_available"
} | {
"has_statute_of_limitations_concern": "NONE_OF_THE_OPTIONS",
"involves_third_party_waiver": true,
"urgency_level": 2,
"evidence_availability": "partially_available"
} | general | {
"domain": "legal intake for a law firm",
"language": "English",
"register": "form free-text field",
"length": "a short paragraph",
"noise": "no punctuation, lowercase",
"provider": "Parasail",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
salut, j'ai un problème grave : mon frère a une procuration sur mes affaires et une audience d'expulsion est prévue dans 3 jours, mais j'ai rien enregistré, juste ce que je me souviens. | {
"has_statute_of_limitations_concern": {
"type": "choice",
"instructions": "Does the described incident raise a potential statute of limitations issue based on the timeline provided?",
"criteria": {
"yes_imminent": "The incident occurred close to or beyond the typical limitation period for the clai... | {
"involves_third_party_waiver": true,
"urgency_level": 2,
"evidence_availability": "anecdotal_only"
} | {
"has_statute_of_limitations_concern": "no_within_bounds",
"involves_third_party_waiver": true,
"urgency_level": 2,
"evidence_availability": "anecdotal_only"
} | general | {
"domain": "legal intake for a law firm",
"language": "French",
"register": "chat message to a support bot",
"length": "one short sentence",
"noise": "abbreviations and texting shortcuts",
"provider": "Venice",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
मुझे लगता है कि घटना के बारे में कोई ठीक से नहीं बता पाया है, लेकिन कुछ दस्तावेज़ कंपनी के पास होने के कारण अभी तक मेरे पास नहीं है, और मुझे नहीं पता कि क्या समय सीमा पूरी हो गई है। | {
"has_statute_of_limitations_concern": {
"type": "choice",
"instructions": "Does the described incident raise a potential statute of limitations issue based on the timeline provided?",
"criteria": {
"yes_imminent": "The incident occurred close to or beyond the typical limitation period for the clai... | {
"has_statute_of_limitations_concern": "yes_uncertain",
"involves_third_party_waiver": false,
"evidence_availability": "reliant_on_discovery"
} | {
"has_statute_of_limitations_concern": "yes_uncertain",
"involves_third_party_waiver": false,
"urgency_level": 0,
"evidence_availability": "reliant_on_discovery"
} | general | {
"domain": "legal intake for a law firm",
"language": "Hindi in Devanagari script",
"register": "support ticket",
"length": "one short sentence",
"noise": "a few typos",
"provider": "Nebius",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
Mere bhai ko kal police ne gher liya tha aur ab unhain 24 ghanton ke andar court mein pesh kiya ja raha hai, woh bina vakil ke nahi ladein ge. Mere paas sab kuch hai - FIR copy, CCTV footage jisme saaf dikhta hai ki main kaise attack se bacha tha, aur witness ka bhi statement hai. Pls jaldi se action lo kyunki woh mere... | {
"has_statute_of_limitations_concern": {
"type": "choice",
"instructions": "Does the described incident raise a potential statute of limitations issue based on the timeline provided?",
"criteria": {
"yes_imminent": "The incident occurred close to or beyond the typical limitation period for the clai... | {
"urgency_level": 3,
"evidence_availability": "well_documented"
} | {
"has_statute_of_limitations_concern": "NONE_OF_THE_OPTIONS",
"involves_third_party_waiver": true,
"urgency_level": 3,
"evidence_availability": "well_documented"
} | general | {
"domain": "legal intake for a law firm",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "form free-text field",
"length": "2-3 sentences",
"noise": "clean",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b... |
हेलो, मुझे एक मामले में मदद चाहिए... करीब 2 साल पहले मेरे पड़ोसी ने मेरी जमीन पर अतिक्रमण कर दिया था, लेकिन मैंने अभी तक कोई कागजात नहीं बनवाए। मैंने कुछ तस्वीरें ली थीं, लेकिन फोन बदलने के बाद वो डिलीट हो गईं। एक वकील से बात की थी, लेकिन तब कुछ नहीं हुआ। अब वो वाला इलाका बेचने की तैयारी में है। मैं अपना हक बचाना चाहता... | {
"has_statute_of_limitations_concern": {
"type": "choice",
"instructions": "Does the described incident raise a potential statute of limitations issue based on the timeline provided?",
"criteria": {
"yes_imminent": "The incident occurred close to or beyond the typical limitation period for the clai... | {
"involves_third_party_waiver": false,
"evidence_availability": "partially_available"
} | {
"has_statute_of_limitations_concern": "yes_uncertain",
"involves_third_party_waiver": false,
"urgency_level": 0,
"evidence_availability": "partially_available"
} | general | {
"domain": "legal intake for a law firm",
"language": "Hindi in Devanagari script",
"register": "multi-turn chat transcript (2-4 turns, user and agent)",
"length": "a longer, detailed message (6-10 sentences)",
"noise": "abbreviations and texting shortcuts",
"provider": "DeepInfra",
"gen": "qwen/qwen3-23... |
يا إلهي!!! هذا احتيال صريح، حد سرق حسابي ودفّع من محفظتي 2500 روبية بدون إذني!!!! شوفوا السجلات بسرعة، أنا ما دفعتش على الإطلاق، ولسا اللعبة شغالة على جوالي الأصلي سامسونج إس20 وأحدث تحديث للعبة وللنظام!!! اريد استرداد فوري أو راح أنشر الموضوع على التيك توك وسأقاضيكم!!! | {
"issue_category": {
"type": "choice",
"instructions": "What is the primary nature of the player's reported issue?",
"criteria": {
"progress_loss": "Player claims to have lost game progress, levels, or unlocked content after an update, reinstall, or device change.",
"purchase_failure": "Playe... | {
"issue_category": "unauthorized_charge",
"emotional_intensity": 3,
"device_environment_stable": true
} | {
"issue_category": "unauthorized_charge",
"requires_session_analysis": true,
"emotional_intensity": 3,
"device_environment_stable": true
} | general | {
"domain": "mobile gaming player support",
"language": "Arabic",
"register": "support ticket",
"length": "a short paragraph",
"noise": "abbreviations and texting shortcuts",
"provider": "Nebius",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
I need my old account merged with my new one NOW, I've spent so much money on both and now all my progress is split!!! This is a scam if you don't fix it, I'm deleting the game tomorrow. I'm on the latest version of the app with my Samsung S21, everything is up to date as required. | {
"issue_category": {
"type": "choice",
"instructions": "What is the primary nature of the player's reported issue?",
"criteria": {
"progress_loss": "Player claims to have lost game progress, levels, or unlocked content after an update, reinstall, or device change.",
"purchase_failure": "Playe... | {
"issue_category": "account_merging",
"emotional_intensity": 2,
"device_environment_stable": true
} | {
"issue_category": "account_merging",
"requires_session_analysis": true,
"emotional_intensity": 2,
"device_environment_stable": true
} | general | {
"domain": "mobile gaming player support",
"language": "English",
"register": "email",
"length": "2-3 sentences",
"noise": "a few typos",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
Hi, I'm playing on a Redmi Note 10, but I've been having this issue where the game keeps freezing during the boss fight in Level 15. I've tried restarting the app multiple times, even cleared cache, but every time I reach that part, it just stops responding and crashes. It's really annoying because I keep losing my pro... | {
"issue_category": {
"type": "choice",
"instructions": "What is the primary nature of the player's reported issue?",
"criteria": {
"progress_loss": "Player claims to have lost game progress, levels, or unlocked content after an update, reinstall, or device change.",
"purchase_failure": "Playe... | {
"issue_category": "bug_encounter",
"requires_session_analysis": true,
"device_environment_stable": false
} | {
"issue_category": "bug_encounter",
"requires_session_analysis": true,
"emotional_intensity": 1,
"device_environment_stable": false
} | general | {
"domain": "mobile gaming player support",
"language": "English",
"register": "voice-assistant request transcript",
"length": "a longer, detailed message (6-10 sentences)",
"noise": "a few typos",
"provider": "Parasail",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
నాకు డబ్బు చెల్లించిన తర్వాత కూడా గేమ్ లో డైమండ్స్ రాలేదు!!! ఇది స్కామ్ లా ఉంది, వెంటనే సమస్య పరిష్కరించండి లేకపోతే గేమ్ వదిలేస్తాను! నేను లేటెస్ట్ వెర్షన్ ఇన్స్టాల్ చేసుకున్న సపోర్టెడ్ ఫోన్ లో ప్లే చేస్తున్నాను. | {
"issue_category": {
"type": "choice",
"instructions": "What is the primary nature of the player's reported issue?",
"criteria": {
"progress_loss": "Player claims to have lost game progress, levels, or unlocked content after an update, reinstall, or device change.",
"purchase_failure": "Playe... | {
"issue_category": "purchase_failure",
"requires_session_analysis": true,
"emotional_intensity": 2,
"device_environment_stable": true
} | {
"issue_category": "purchase_failure",
"requires_session_analysis": true,
"emotional_intensity": 2,
"device_environment_stable": true
} | general | {
"domain": "mobile gaming player support",
"language": "Telugu",
"register": "WhatsApp-style message",
"length": "one short sentence",
"noise": "clean",
"provider": "Parasail",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
mera ek transaction complete hua tha kal raat ko 8 baje 500 rupees ka or dikha raha hai ki payment successful lekin game me coins add hui kahin bhi check kar liya kuch nahi mila transaction id hai txn987654321 pls check karo kuch to gadbad hai game version latest hai lekin phone purana hai moto g4 plus os version 601 h... | {
"issue_category": {
"type": "choice",
"instructions": "What is the primary nature of the player's reported issue?",
"criteria": {
"progress_loss": "Player claims to have lost game progress, levels, or unlocked content after an update, reinstall, or device change.",
"purchase_failure": "Playe... | {
"issue_category": "purchase_failure",
"device_environment_stable": false
} | {
"issue_category": "purchase_failure",
"requires_session_analysis": false,
"emotional_intensity": 0,
"device_environment_stable": false
} | general | {
"domain": "mobile gaming player support",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "social media post",
"length": "a short paragraph",
"noise": "no punctuation, lowercase",
"provider": "Google",
"gen... |
Sundar flat hai, fully furnished hai aur bahut pyar se dekh bhaal kiya hua hai, specially pets ke liye perfect hai - humne khud 2 cats ko adopt kiya tha yahi se! Balcony pe chhote chhote plants lagaye hain aur nearby park sirf 2 min door hai jaha aap apne dog ko walk karwa sakte hain. Pls msg karein agar interested ho,... | {
"has_targeted_lifestyle_language": {
"type": "choice",
"instructions": "Does the listing use language that targets a specific lifestyle or identity?",
"criteria": {
"urban_professional": "References to commute times, coworking spaces, or proximity to business districts.",
"family_oriented": ... | {
"has_targeted_lifestyle_language": "pet_enthusiast",
"implies_safety_concerns": false,
"exaggerates_space_perception": "furniture_suggestion"
} | {
"has_targeted_lifestyle_language": "pet_enthusiast",
"implies_safety_concerns": false,
"furnishing_detail_level": 1,
"exaggerates_space_perception": "furniture_suggestion"
} | general | {
"domain": "real estate and rental listings",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "form free-text field",
"length": "2-3 sentences",
"noise": "a few typos",
"provider": "DeepInfra",
"gen": "qwen/... |
இந்த அறை மாணவர்களுக்கு ஏற்றது, அருகிலுள்ள பல்கலைக்கழகத்திலிருந்து ஐந்து நிமிட நடை தூரம் மட்டுமே. அனைத்து அறைகளும் தனி மின்சார மீட்டர்களுடன் பூட்டக்கூடியவை, கூடுதல் பாதுகாப்புக்காக கேமரா கண்காணிப்பும் உண்டு. காபி மேக்கர், சிஸ்டம்-7 ஏசி, சாம்சங் குளிர்சாதன பெட்டி, மற்றும் 2023இல் புதுப்பிக்கப்பட்ட வாட்டர் ஹீட்டர் உள்ளிட்... | {
"has_targeted_lifestyle_language": {
"type": "choice",
"instructions": "Does the listing use language that targets a specific lifestyle or identity?",
"criteria": {
"urban_professional": "References to commute times, coworking spaces, or proximity to business districts.",
"family_oriented": ... | {
"has_targeted_lifestyle_language": "student_friendly",
"furnishing_detail_level": 3,
"exaggerates_space_perception": "no_size_distortion"
} | {
"has_targeted_lifestyle_language": "student_friendly",
"implies_safety_concerns": true,
"furnishing_detail_level": 3,
"exaggerates_space_perception": "no_size_distortion"
} | general | {
"domain": "real estate and rental listings",
"language": "Tamil",
"register": "voice-assistant request transcript",
"length": "a longer, detailed message (6-10 sentences)",
"noise": "clean",
"provider": "Venice",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
Bilkul perfect hai ye flat for young families - 3BHK with big windows, natural light har room mein, aur peaceful view of park. Safety ke liye bhi best hai, secure entry gate aur 24/7 guard hai building ke andar, jisse bacche safe khel sakte hain. Fully furnished hai with modern appliances like stainless steel fridge, w... | {
"has_targeted_lifestyle_language": {
"type": "choice",
"instructions": "Does the listing use language that targets a specific lifestyle or identity?",
"criteria": {
"urban_professional": "References to commute times, coworking spaces, or proximity to business districts.",
"family_oriented": ... | {
"has_targeted_lifestyle_language": "family_oriented",
"furnishing_detail_level": 2,
"exaggerates_space_perception": "light_and_view_focus"
} | {
"has_targeted_lifestyle_language": "family_oriented",
"implies_safety_concerns": true,
"furnishing_detail_level": 2,
"exaggerates_space_perception": "light_and_view_focus"
} | general | {
"domain": "real estate and rental listings",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "email",
"length": "2-3 sentences",
"noise": "abbreviations and texting shortcuts",
"provider": "Google",
"gen": ... |
This cozy 1BHK in HSR Layout features hardwood floors, a dedicated workspace nook, and high-speed Wi-Fi, ideal for remote professionals, with secure entry and stainless steel appliances included. | {
"has_targeted_lifestyle_language": {
"type": "choice",
"instructions": "Does the listing use language that targets a specific lifestyle or identity?",
"criteria": {
"urban_professional": "References to commute times, coworking spaces, or proximity to business districts.",
"family_oriented": ... | {
"has_targeted_lifestyle_language": "remote_worker_optimized",
"furnishing_detail_level": 2
} | {
"has_targeted_lifestyle_language": "remote_worker_optimized",
"implies_safety_concerns": true,
"furnishing_detail_level": 2,
"exaggerates_space_perception": "proportional_misdirection"
} | general | {
"domain": "real estate and rental listings",
"language": "English",
"register": "voice-assistant request transcript",
"length": "one short sentence",
"noise": "clean",
"provider": "Venice",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
Looking for a budget-friendly pad near campus? This fully furnished single-bedroom apartment is perfect for students, just a five-minute walk from the university gates. It's got everything you need—WiFi included, study desk, and a cozy double bed—ideal for making the most of college life without breaking the bank. The ... | {
"has_targeted_lifestyle_language": {
"type": "choice",
"instructions": "Does the listing use language that targets a specific lifestyle or identity?",
"criteria": {
"urban_professional": "References to commute times, coworking spaces, or proximity to business districts.",
"family_oriented": ... | {
"has_targeted_lifestyle_language": "student_friendly",
"implies_safety_concerns": false,
"furnishing_detail_level": 3
} | {
"has_targeted_lifestyle_language": "student_friendly",
"implies_safety_concerns": false,
"furnishing_detail_level": 3,
"exaggerates_space_perception": "proportional_misdirection"
} | general | {
"domain": "real estate and rental listings",
"language": "English",
"register": "voice-assistant request transcript",
"length": "a short paragraph",
"noise": "clean",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
Bhai maine kal apne dost ke kahne par ek balance transfer kiya tha Jio ke through, lekin uske baad se mera balance zero dikha raha hai aur network bhi kaam nahi kar raha. Mainne usko check kiya, transaction failed dikha raha hai lekin paise kat gaye hai account se. Ab main kisi bhi call ya message ko send nahi kar paa ... | {
"service_issue_type": {
"type": "choice",
"instructions": "What is the primary type of issue described in the message?",
"criteria": {
"recharge_failure": "Customer tried to recharge but payment was taken and service not activated.",
"balance_transfer_problem": "Issue with transferring balan... | {
"service_issue_type": "balance_transfer_problem",
"is_out_of_coverage": true,
"recharge_urgency_level": 3
} | {
"service_issue_type": "balance_transfer_problem",
"is_out_of_coverage": true,
"recharge_urgency_level": 3
} | general | {
"domain": "telecom recharge and SIM support",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "short complaint",
"length": "a longer, detailed message (6-10 sentences)",
"noise": "clean",
"provider": "Parasai... |
Hey, I'm in Bhilai and tried to recharge with the Rs. 399 plan but it says unavailable for my circle even though the app showed it. No signal here at all, been stuck for hours. Just wanted to top-up soon, not emergency but need it by tomorrow. | {
"service_issue_type": {
"type": "choice",
"instructions": "What is the primary type of issue described in the message?",
"criteria": {
"recharge_failure": "Customer tried to recharge but payment was taken and service not activated.",
"balance_transfer_problem": "Issue with transferring balan... | {
"service_issue_type": "invalid_recharge_option",
"is_out_of_coverage": true
} | {
"service_issue_type": "invalid_recharge_option",
"is_out_of_coverage": true,
"recharge_urgency_level": 1
} | general | {
"domain": "telecom recharge and SIM support",
"language": "English",
"register": "WhatsApp-style message",
"length": "2-3 sentences",
"noise": "abbreviations and texting shortcuts",
"provider": "Venice",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
హలో, నేను హైదరాబాద్లోని శంషాబాద్ ప్రాంతానికి సమీపంలో ఉన్నాను మరియు ఇక్కడ నెట్వర్క్ సిగ్నల్ పూర్తిగా లేదు. నేను ఇటీవల రీఛార్జ్ చేసుకోలేదు, కానీ సిమ్ కొత్తగా సక్రియం చేయబడింది. | {
"service_issue_type": {
"type": "choice",
"instructions": "What is the primary type of issue described in the message?",
"criteria": {
"recharge_failure": "Customer tried to recharge but payment was taken and service not activated.",
"balance_transfer_problem": "Issue with transferring balan... | {
"is_out_of_coverage": true
} | {
"service_issue_type": "NONE_OF_THE_OPTIONS",
"is_out_of_coverage": true,
"recharge_urgency_level": 0
} | general | {
"domain": "telecom recharge and SIM support",
"language": "Telugu",
"register": "email",
"length": "2-3 sentences",
"noise": "clean",
"provider": "Venice",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
Mere new SIM ka activation abhi tak nahi hua hai, 2 din ho gaye hai. Network bhi nahi mil raha kahin par, bilkul no signal hai. | {
"service_issue_type": {
"type": "choice",
"instructions": "What is the primary type of issue described in the message?",
"criteria": {
"recharge_failure": "Customer tried to recharge but payment was taken and service not activated.",
"balance_transfer_problem": "Issue with transferring balan... | {
"service_issue_type": "sim_activation_delay"
} | {
"service_issue_type": "sim_activation_delay",
"is_out_of_coverage": true,
"recharge_urgency_level": 0
} | general | {
"domain": "telecom recharge and SIM support",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "app review",
"length": "2-3 sentences",
"noise": "clean",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b... |
Hey @TelecomSupport, I just tried to book the Rs. 399 plan from the app but it says this pack isn't available in my circle even tho I've been using it for months. I'm in Bangalore right now and the app keeps redirecting me to other plans. Can you confirm if this plan is discontinued or just a glitch? Not a big deal, ju... | {
"service_issue_type": {
"type": "choice",
"instructions": "What is the primary type of issue described in the message?",
"criteria": {
"recharge_failure": "Customer tried to recharge but payment was taken and service not activated.",
"balance_transfer_problem": "Issue with transferring balan... | {
"service_issue_type": "invalid_recharge_option",
"is_out_of_coverage": false
} | {
"service_issue_type": "invalid_recharge_option",
"is_out_of_coverage": false,
"recharge_urgency_level": 0
} | general | {
"domain": "telecom recharge and SIM support",
"language": "English",
"register": "social media post",
"length": "a short paragraph",
"noise": "a few typos",
"provider": "Parasail",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
my travel agent called your guest relations line an hour ago but no one responded i am currently stuck at the airport in goa after my cab broke down and i missed my original checkin time the agent was supposed to confirm my booking at your panjim property but now i dont know if the reservation is still valid i also nee... | {
"booking_channel": {
"type": "choice",
"instructions": "From which channel did the customer initiate this booking request?",
"criteria": {
"direct_website": "Customer mentions using the hotel’s official website or app.",
"third_party_platform": "Customer references booking via sites like Boo... | {
"booking_channel": "travel_agent",
"price_negotiation_attempt": false,
"urgency_level": 3,
"multi_destination_intent": true
} | {
"booking_channel": "travel_agent",
"price_negotiation_attempt": false,
"urgency_level": 3,
"multi_destination_intent": true
} | general | {
"domain": "hotel and travel booking",
"language": "English",
"register": "short complaint",
"length": "a longer, detailed message (6-10 sentences)",
"noise": "no punctuation, lowercase",
"provider": "Nebius",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
Hi, I'm messaging via WhatsApp from my phone and need a room for tonight urgently, can you give me a discount? | {
"booking_channel": {
"type": "choice",
"instructions": "From which channel did the customer initiate this booking request?",
"criteria": {
"direct_website": "Customer mentions using the hotel’s official website or app.",
"third_party_platform": "Customer references booking via sites like Boo... | {
"booking_channel": "social_media_messaging",
"price_negotiation_attempt": true,
"urgency_level": 2,
"multi_destination_intent": false
} | {
"booking_channel": "social_media_messaging",
"price_negotiation_attempt": true,
"urgency_level": 2,
"multi_destination_intent": false
} | general | {
"domain": "hotel and travel booking",
"language": "English",
"register": "email",
"length": "one short sentence",
"noise": "a few typos",
"provider": "Parasail",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
hey can u help me w/ a stay at your Delhi hotel next month? i saw it on fb messenger n wanna book but need a better rate than online—can u match it? | {
"booking_channel": {
"type": "choice",
"instructions": "From which channel did the customer initiate this booking request?",
"criteria": {
"direct_website": "Customer mentions using the hotel’s official website or app.",
"third_party_platform": "Customer references booking via sites like Boo... | {
"booking_channel": "social_media_messaging",
"price_negotiation_attempt": true,
"multi_destination_intent": false
} | {
"booking_channel": "social_media_messaging",
"price_negotiation_attempt": true,
"urgency_level": 0,
"multi_destination_intent": false
} | general | {
"domain": "hotel and travel booking",
"language": "English",
"register": "support ticket",
"length": "2-3 sentences",
"noise": "abbreviations and texting shortcuts",
"provider": "Venice",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
User: hey, need a room at The Lalit Mumbai for next weekend, pls check avail on Booking.com
Agent: Sure, let me verify the availability for you. Are you looking for a specific room type?
User: just a standard non AC room is fine, under 3500 if possible. wanna confirm in 2 days max | {
"booking_channel": {
"type": "choice",
"instructions": "From which channel did the customer initiate this booking request?",
"criteria": {
"direct_website": "Customer mentions using the hotel’s official website or app.",
"third_party_platform": "Customer references booking via sites like Boo... | {
"booking_channel": "third_party_platform",
"price_negotiation_attempt": false,
"urgency_level": 1,
"multi_destination_intent": false
} | {
"booking_channel": "third_party_platform",
"price_negotiation_attempt": false,
"urgency_level": 1,
"multi_destination_intent": false
} | general | {
"domain": "hotel and travel booking",
"language": "English",
"register": "multi-turn chat transcript (2-4 turns, user and agent)",
"length": "a short paragraph",
"noise": "abbreviations and texting shortcuts",
"provider": "Parasail",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instr... |
plz help i just landed at mumbai airport but the hotel says no booking under my name. flight landed 20 mins ago and i have no place to stay. called u from the airport help desk but they said to msg u. need a room now. | {
"booking_channel": {
"type": "choice",
"instructions": "From which channel did the customer initiate this booking request?",
"criteria": {
"direct_website": "Customer mentions using the hotel’s official website or app.",
"third_party_platform": "Customer references booking via sites like Boo... | {
"booking_channel": "phone_call_inquiry",
"price_negotiation_attempt": false,
"urgency_level": 3,
"multi_destination_intent": false
} | {
"booking_channel": "phone_call_inquiry",
"price_negotiation_attempt": false,
"urgency_level": 3,
"multi_destination_intent": false
} | general | {
"domain": "hotel and travel booking",
"language": "English",
"register": "support ticket",
"length": "a short paragraph",
"noise": "abbreviations and texting shortcuts",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
আমাদের বুকিংয়ে 4500 টাকায় ডিলাক্স রুম নিশ্চিত করা হয়েছিল কিন্তু পৌঁছানোর পর তারা আমাদের কাছ থেকে 6200 টাকা চাইল এবং বলল রেট পরিবর্তন হয়েছে শুরুতে আমরা খুশি ছিলাম কারণ ছবিগুলো সুন্দর ছিল এবং লোকেশন ভালো কিন্তু অতিরিক্ত চার্জ নিয়ে আমরা খুব হতাশ হয়েছি স্টাফ দুই ঘন্টার মধ্যে ম্যানেজারকে ডেকে আনল কিন্তু সমস্যা সমাধান ... | {
"booking_accuracy_concern": {
"type": "choice",
"instructions": "Does the review mention a discrepancy between the booked service and what was delivered?",
"criteria": {
"room_type_mismatch": "Guest received a different room type than booked (e.g. king vs twin, suite vs standard).",
"amenity... | {
"booking_accuracy_concern": "pricing_error",
"emotional_tone_shift": true,
"staff_response_urgency": 2,
"implicit_recommendation": true
} | {
"booking_accuracy_concern": "pricing_error",
"emotional_tone_shift": true,
"staff_response_urgency": 2,
"implicit_recommendation": true
} | general | {
"domain": "hotel and travel booking",
"language": "Bengali",
"register": "support ticket",
"length": "2-3 sentences",
"noise": "no punctuation, lowercase",
"provider": "Parasail",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
The booking was straightforward and the room matched the description, but when I reported a leaking faucet, staff said they’d send someone ‘soon’ — hope your stay goes smoother than ours did. | {
"booking_accuracy_concern": {
"type": "choice",
"instructions": "Does the review mention a discrepancy between the booked service and what was delivered?",
"criteria": {
"room_type_mismatch": "Guest received a different room type than booked (e.g. king vs twin, suite vs standard).",
"amenity... | {
"booking_accuracy_concern": "no_accuracy_issue",
"staff_response_urgency": 1,
"implicit_recommendation": true
} | {
"booking_accuracy_concern": "no_accuracy_issue",
"emotional_tone_shift": false,
"staff_response_urgency": 1,
"implicit_recommendation": true
} | general | {
"domain": "hotel and travel booking",
"language": "English",
"register": "email",
"length": "one short sentence",
"noise": "clean",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
Estimado equipo, realicé la reserva de una habitación doble con desayuno incluido en su sitio web, tal como se promocionaba claramente en la descripción. Al llegar al hotel en Pune, me informaron que el desayuno ya no formaba parte del paquete, a pesar de que el correo de confirmación lo mencionaba. Me pareció extraño,... | {
"booking_accuracy_concern": {
"type": "choice",
"instructions": "Does the review mention a discrepancy between the booked service and what was delivered?",
"criteria": {
"room_type_mismatch": "Guest received a different room type than booked (e.g. king vs twin, suite vs standard).",
"amenity... | {
"booking_accuracy_concern": "amenity_missing",
"emotional_tone_shift": true,
"staff_response_urgency": 1
} | {
"booking_accuracy_concern": "amenity_missing",
"emotional_tone_shift": true,
"staff_response_urgency": 1,
"implicit_recommendation": false
} | general | {
"domain": "hotel and travel booking",
"language": "Spanish",
"register": "support ticket",
"length": "a longer, detailed message (6-10 sentences)",
"noise": "clean",
"provider": "Parasail",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
আমি বুকিংয়ে 3 রাতের জন্য 4500 টাকা কনফার্ম করেছিলাম কিন্তু পৌঁছে দেখি রিসেপশন বলছে হিসাব মিলছে না আমাকে আরও 2000 টাকা দিতে হবে আমি খুব অস্বস্তিতে পড়ি কিন্তু স্টাফ তখনই ম্যানেজারকে ডেকে সমস্যার সমাধান করে দেয় পরের দিন তারা আমাদের বোতল ওয়াটার আর ফ্রি আপগ্রেড দেয় সত্যিই সুন্দর পরিবেশ ছিল তবে শুরুতে ভুলটা খুব চাপ তৈরি... | {
"booking_accuracy_concern": {
"type": "choice",
"instructions": "Does the review mention a discrepancy between the booked service and what was delivered?",
"criteria": {
"room_type_mismatch": "Guest received a different room type than booked (e.g. king vs twin, suite vs standard).",
"amenity... | {
"booking_accuracy_concern": "pricing_error",
"staff_response_urgency": 3,
"implicit_recommendation": false
} | {
"booking_accuracy_concern": "pricing_error",
"emotional_tone_shift": true,
"staff_response_urgency": 3,
"implicit_recommendation": false
} | general | {
"domain": "hotel and travel booking",
"language": "Bengali",
"register": "multi-turn chat transcript (2-4 turns, user and agent)",
"length": "a short paragraph",
"noise": "no punctuation, lowercase",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"... |
ठीक है, प्रॉपर्टी देखकर बहुत अच्छा लगा, साफ-सफाई और लोकेशन बिल्कुल ठीक। स्टाफ ने शिकायत सुनी तो लेकिन 6 घंटे बाद कोई एक्शन लिया, थोड़ा टाइम लगा। फिर भी सर्विस ठीक थी, लेकिन अगली बार जांच के साथ बुक करूंगा। | {
"booking_accuracy_concern": {
"type": "choice",
"instructions": "Does the review mention a discrepancy between the booked service and what was delivered?",
"criteria": {
"room_type_mismatch": "Guest received a different room type than booked (e.g. king vs twin, suite vs standard).",
"amenity... | {
"booking_accuracy_concern": "no_accuracy_issue",
"emotional_tone_shift": false,
"staff_response_urgency": 1
} | {
"booking_accuracy_concern": "no_accuracy_issue",
"emotional_tone_shift": false,
"staff_response_urgency": 1,
"implicit_recommendation": true
} | general | {
"domain": "hotel and travel booking",
"language": "Hindi in Devanagari script",
"register": "app review",
"length": "a short paragraph",
"noise": "abbreviations and texting shortcuts",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
plz convert my chat history into json format with timestamps n user names, thx | {
"requires_low_latency": {
"type": "choice",
"instructions": "Does the request indicate a need for minimal response time, such as real-time interaction or time-sensitive automation?",
"criteria": {
"yes_urgent": "User mentions real-time use, chat, streaming, or hard latency constraints (e.g., 'unde... | {
"contains_structured_output_request": true,
"complexity_level": 1
} | {
"requires_low_latency": "no_standard",
"contains_structured_output_request": true,
"complexity_level": 1,
"model_familiarity_hint": "format_constraint"
} | general | {
"domain": "LLM model router choosing between AI models",
"language": "English",
"register": "short complaint",
"length": "one short sentence",
"noise": "abbreviations and texting shortcuts",
"provider": "Nebius",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
Приложение работает нормально, но есть претензии: при экспорте отчётов требуется строгий JSON-формат, как указано в спецификации — без лишних пояснений и структурированно. Также, обработка данных не срочная, выполняется раз в сутки ночью, поэтому скорость отклика не критична. Просьба адаптировать модуль генерации, чтоб... | {
"requires_low_latency": {
"type": "choice",
"instructions": "Does the request indicate a need for minimal response time, such as real-time interaction or time-sensitive automation?",
"criteria": {
"yes_urgent": "User mentions real-time use, chat, streaming, or hard latency constraints (e.g., 'unde... | {
"requires_low_latency": "no_batch",
"contains_structured_output_request": true,
"complexity_level": 1,
"model_familiarity_hint": "format_constraint"
} | {
"requires_low_latency": "no_batch",
"contains_structured_output_request": true,
"complexity_level": 1,
"model_familiarity_hint": "format_constraint"
} | general | {
"domain": "LLM model router choosing between AI models",
"language": "Russian",
"register": "app review",
"length": "a short paragraph",
"noise": "clean",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
bhai ek report banana hai jo pichle saal ke do banks sscb aur hdfc ke performance ko compare kare include interest rates fees aur customer service experience bhi honi chahiye aur ek table banake dono ko side by side rakhna | {
"requires_low_latency": {
"type": "choice",
"instructions": "Does the request indicate a need for minimal response time, such as real-time interaction or time-sensitive automation?",
"criteria": {
"yes_urgent": "User mentions real-time use, chat, streaming, or hard latency constraints (e.g., 'unde... | {
"requires_low_latency": "no_standard",
"complexity_level": 1
} | {
"requires_low_latency": "no_standard",
"contains_structured_output_request": false,
"complexity_level": 1,
"model_familiarity_hint": "format_constraint"
} | general | {
"domain": "LLM model router choosing between AI models",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "social media post",
"length": "2-3 sentences",
"noise": "no punctuation, lowercase",
"provider": "Deep... |
bhai ekdam accha response dena, par json format me output dena jrur h, like {"result": "..."} taki m aage ke liye parse kr sku, koi galti nhi honi chahiye pls. task yeh h ki agar koi company employee ko unfairly terminate krti h aur employee ke pass evidence h, toh uske legal options kya h under indian labour law, with... | {
"requires_low_latency": {
"type": "choice",
"instructions": "Does the request indicate a need for minimal response time, such as real-time interaction or time-sensitive automation?",
"criteria": {
"yes_urgent": "User mentions real-time use, chat, streaming, or hard latency constraints (e.g., 'unde... | {
"requires_low_latency": "no_standard",
"contains_structured_output_request": true,
"complexity_level": 2,
"model_familiarity_hint": "format_constraint"
} | {
"requires_low_latency": "no_standard",
"contains_structured_output_request": true,
"complexity_level": 2,
"model_familiarity_hint": "format_constraint"
} | general | {
"domain": "LLM model router choosing between AI models",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "social media post",
"length": "2-3 sentences",
"noise": "a few typos",
"provider": "DeepInfra",
"gen... |
ওহে, GPT-4 ব্যবহার করে আমাকে জলবায়ু পরিবর্তন ও কৃষির উপর একটা রিসার্চ হাইপোথিসিস তৈরি করতে হবে, JSON ফরম্যাটে দাও প্লিজ। | {
"requires_low_latency": {
"type": "choice",
"instructions": "Does the request indicate a need for minimal response time, such as real-time interaction or time-sensitive automation?",
"criteria": {
"yes_urgent": "User mentions real-time use, chat, streaming, or hard latency constraints (e.g., 'unde... | {
"requires_low_latency": "no_standard",
"contains_structured_output_request": true,
"complexity_level": 3,
"model_familiarity_hint": "explicit_model_name"
} | {
"requires_low_latency": "no_standard",
"contains_structured_output_request": true,
"complexity_level": 3,
"model_familiarity_hint": "explicit_model_name"
} | general | {
"domain": "LLM model router choosing between AI models",
"language": "Bengali",
"register": "social media post",
"length": "one short sentence",
"noise": "abbreviations and texting shortcuts",
"provider": "Nebius",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
bhai game ka last level load hi nahi ho raha hai kuch bhi try kar liya restart kiya cache clear kiya par problem wahi hai har baar loading screen par freeze ho jata hai bahut time waste ho raha hai already 3 baje raat ke aur maine kal se ye level nahi khel paya graphics bhi smooth hone chahiye mere phone mein lagta hai... | {
"issue_category": {
"type": "choice",
"instructions": "What is the primary nature of the player's reported issue?",
"criteria": {
"progress_loss": "Player claims to have lost game progress, levels, or unlocked content after an update, reinstall, or device change.",
"purchase_failure": "Playe... | {
"issue_category": "bug_report",
"requires_account_verification": false,
"technical_evidence_provided": false
} | {
"issue_category": "bug_report",
"requires_account_verification": false,
"emotional_intensity": 1,
"technical_evidence_provided": false
} | general | {
"domain": "mobile gaming player support",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "app review",
"length": "a longer, detailed message (6-10 sentences)",
"noise": "no punctuation, lowercase",
"provider... |
OMG this is ridiculous!! I paid ₹499 for the diamond pack last night and NOTHING came through, not even an error?? I sent the transaction ID from my Google Pay screenshot and still no fix. I’m so done, refund NOW or I’m uninstalling and telling everyone this game is a scam!!! | {
"issue_category": {
"type": "choice",
"instructions": "What is the primary nature of the player's reported issue?",
"criteria": {
"progress_loss": "Player claims to have lost game progress, levels, or unlocked content after an update, reinstall, or device change.",
"purchase_failure": "Playe... | {
"issue_category": "purchase_failure",
"requires_account_verification": true,
"emotional_intensity": 2,
"technical_evidence_provided": true
} | {
"issue_category": "purchase_failure",
"requires_account_verification": true,
"emotional_intensity": 2,
"technical_evidence_provided": true
} | general | {
"domain": "mobile gaming player support",
"language": "English",
"register": "social media post",
"length": "2-3 sentences",
"noise": "abbreviations and texting shortcuts",
"provider": "Parasail",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
I've been trying to get my 5000 gold coins after paying yesterday, but they still haven't arrived — I've attached the transaction ID and a screenshot from my purchase; this is really annoying and feels like a waste of my time. | {
"issue_category": {
"type": "choice",
"instructions": "What is the primary nature of the player's reported issue?",
"criteria": {
"progress_loss": "Player claims to have lost game progress, levels, or unlocked content after an update, reinstall, or device change.",
"purchase_failure": "Playe... | {
"issue_category": "purchase_failure",
"requires_account_verification": true,
"technical_evidence_provided": true
} | {
"issue_category": "purchase_failure",
"requires_account_verification": true,
"emotional_intensity": 1,
"technical_evidence_provided": true
} | general | {
"domain": "mobile gaming player support",
"language": "English",
"register": "email",
"length": "one short sentence",
"noise": "clean",
"provider": "Parasail",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
माझे गेम प्रगती दोन अकाउंट्सवर आहे - एक गेस्ट म्हणून आणि दुसरे फेसबुकशी लिंक केलेले. मी गेस्ट अकाउंटची प्रगती फेसबुक अकाउंटमध्ये वर्ग करायची आहे. मी दोन्ही अकाउंट्सचे यूआयडी स्क्रीनशॉटमध्ये सेव्ह केलेले आहेत आणि ते येथे अपलोड करत आहे. कृपया मदत करा. | {
"issue_category": {
"type": "choice",
"instructions": "What is the primary nature of the player's reported issue?",
"criteria": {
"progress_loss": "Player claims to have lost game progress, levels, or unlocked content after an update, reinstall, or device change.",
"purchase_failure": "Playe... | {
"issue_category": "account_merge_request",
"technical_evidence_provided": true
} | {
"issue_category": "account_merge_request",
"requires_account_verification": false,
"emotional_intensity": 0,
"technical_evidence_provided": true
} | general | {
"domain": "mobile gaming player support",
"language": "Marathi",
"register": "social media post",
"length": "a short paragraph",
"noise": "clean",
"provider": "Venice",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
The game keeps crashing to desktop every time I enter the battlegrounds—this has happened 5 times in a row tonight!!! I’ve attached a screen recording showing the exact moment it crashes. This is ridiculous, I’m paying for premium gems and getting garbage performance! | {
"issue_category": {
"type": "choice",
"instructions": "What is the primary nature of the player's reported issue?",
"criteria": {
"progress_loss": "Player claims to have lost game progress, levels, or unlocked content after an update, reinstall, or device change.",
"purchase_failure": "Playe... | {
"issue_category": "bug_report",
"requires_account_verification": false,
"emotional_intensity": 2,
"technical_evidence_provided": true
} | {
"issue_category": "bug_report",
"requires_account_verification": false,
"emotional_intensity": 2,
"technical_evidence_provided": true
} | general | {
"domain": "mobile gaming player support",
"language": "English",
"register": "form free-text field",
"length": "2-3 sentences",
"noise": "clean",
"provider": "Venice",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
हेलो, मेरी फ्लाइट 6E 1245 जो कल दिल्ली से मुंबई के लिए थी उसका शेड्यूल बदल गया है। कृपया मुझे अगली उपलब्ध फ्लाइट पर बदली कर दीजिये, मैं अभी एयरपोर्ट पर हूँ और टर्मिनल में इंतजार कर रहा हूँ। | {
"request_type": {
"type": "choice",
"instructions": "What is the primary intent of the customer's message?",
"criteria": {
"schedule_change_adaptation": "Customer is reacting to an airline-initiated schedule change and seeking alternatives.",
"voluntary_change_request": "Customer wants to ch... | {
"request_type": "schedule_change_adaptation",
"has_flight_disruption_evidence": true,
"urgency_level": 2,
"emotional_intensity": 0
} | {
"request_type": "schedule_change_adaptation",
"has_flight_disruption_evidence": true,
"urgency_level": 2,
"emotional_intensity": 0
} | general | {
"domain": "airline customer service",
"language": "Hindi in Devanagari script",
"register": "WhatsApp-style message",
"length": "2-3 sentences",
"noise": "a few typos",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
my flight from mumbai to chennai was rescheduled by the airline with only two hours notice i missed my connecting flight to singapore because of this now i am stuck at chennai airport and have missed an important business meeting please advise what can be done | {
"request_type": {
"type": "choice",
"instructions": "What is the primary intent of the customer's message?",
"criteria": {
"schedule_change_adaptation": "Customer is reacting to an airline-initiated schedule change and seeking alternatives.",
"voluntary_change_request": "Customer wants to ch... | {
"request_type": "schedule_change_adaptation",
"urgency_level": 3
} | {
"request_type": "schedule_change_adaptation",
"has_flight_disruption_evidence": false,
"urgency_level": 3,
"emotional_intensity": 0
} | general | {
"domain": "airline customer service",
"language": "English",
"register": "support ticket",
"length": "a short paragraph",
"noise": "no punctuation, lowercase",
"provider": "Nebius",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
Mujhe ek flight cancel ho gai thi Delhi se Bangalore, airline wale ne khud schedule change kiya tha last minute. Ab mera trip cancel karna pada, par refund ka status nhi pata. Kuch dino se follow-up kar raha hu, par koi reply nhi aaya. Mere pass kuch savings the, sab kharab ho gaya. Pls batao kab tak refund milega? Mer... | {
"request_type": {
"type": "choice",
"instructions": "What is the primary intent of the customer's message?",
"criteria": {
"schedule_change_adaptation": "Customer is reacting to an airline-initiated schedule change and seeking alternatives.",
"voluntary_change_request": "Customer wants to ch... | {
"request_type": "refund_inquiry",
"has_flight_disruption_evidence": true,
"emotional_intensity": 3
} | {
"request_type": "refund_inquiry",
"has_flight_disruption_evidence": true,
"urgency_level": 0,
"emotional_intensity": 3
} | general | {
"domain": "airline customer service",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "social media post",
"length": "a short paragraph",
"noise": "abbreviations and texting shortcuts",
"provider": "DeepInfra... |
Flight mera Delhi se Mumbai wala kal ka cancel ho gaya hai airline ki wajah se, ab alternative dhundh raha hoon. Pls koi option batao jisse kal raat tak pahuch jaaun. | {
"request_type": {
"type": "choice",
"instructions": "What is the primary intent of the customer's message?",
"criteria": {
"schedule_change_adaptation": "Customer is reacting to an airline-initiated schedule change and seeking alternatives.",
"voluntary_change_request": "Customer wants to ch... | {
"has_flight_disruption_evidence": true
} | {
"request_type": "NONE_OF_THE_OPTIONS",
"has_flight_disruption_evidence": true,
"urgency_level": 1,
"emotional_intensity": 0
} | general | {
"domain": "airline customer service",
"language": "Hinglish: Hindi written in Roman script mixed with English words, casual chat spelling (e.g. 'nahi/nhi', 'kya', 'pls')",
"register": "app review",
"length": "2-3 sentences",
"noise": "clean",
"provider": "DeepInfra",
"gen": "qwen/qwen3-235b-a22b-2507",
... |
my flight ai542 from delhi to mumbai was cancelled without notice and i missed my wedding today please help me rebook urgently | {
"request_type": {
"type": "choice",
"instructions": "What is the primary intent of the customer's message?",
"criteria": {
"schedule_change_adaptation": "Customer is reacting to an airline-initiated schedule change and seeking alternatives.",
"voluntary_change_request": "Customer wants to ch... | {
"request_type": "schedule_change_adaptation",
"has_flight_disruption_evidence": true,
"urgency_level": 3
} | {
"request_type": "schedule_change_adaptation",
"has_flight_disruption_evidence": true,
"urgency_level": 3,
"emotional_intensity": 0
} | general | {
"domain": "airline customer service",
"language": "English",
"register": "form free-text field",
"length": "one short sentence",
"noise": "no punctuation, lowercase",
"provider": "Venice",
"gen": "qwen/qwen3-235b-a22b-2507",
"ver": "qwen/qwen3-30b-a3b-instruct-2507"
} |
End of preview. Expand in Data Studio
laya-indic synthetic typed decisions (Qwen3)
The synthetic part of laya-indic's training data: 62,263 texts with 181,911 verified typed questions (choice, noul,
score). Everything was generated by open-weights Qwen3 models (Apache-2.0). No proprietary-model output was used.
Splits
| Split | Texts | Questions | Contents |
|---|---|---|---|
train |
59,310 | 173,226 | exactly the synthetic questions laya-indic was trained on |
test |
2,953 | 8,685 | every text from held-out schemas (5% of schemas, chosen by an MD5 hash of the schema); never trained on |
from datasets import load_dataset
ds = load_dataset("arunp0/laya-indic-synthetic")
Pipeline: label-first, then blind verification
- Schema. Qwen3-235B-A22B-Instruct-2507 proposes a decision schema of 3–5 typed questions for a seed domain, for example "UPI payments support", "regional newspaper section routing" or "Indian e-commerce reviews".
- Gold first. An answer is sampled for every question before any text exists, so the label distribution is controlled and balanced rather than inherited from the generator.
- Text. The generator writes a text that makes the sampled answers true, in a sampled language and script, register (chat, ticket, review, headline, encyclopedic sentence…), length and noise level (typos, no punctuation, texting abbreviations).
- Blind verification. Qwen3-30B-A3B-Instruct-2507, a different model, answers the questions from the text alone. A question is kept only when the verifier's answer matches the sampled gold. 71.6% of questions survived.
Schemas are split into train and held-out sets by schema, so the held-out benchmark measures how well the model handles new decision tasks it has never seen.
Contents
| Profile | Purpose | Texts | Questions kept | Agreement | choice / noul / score |
|---|---|---|---|---|---|
| general | 48 business and app domains (support, routing, triage, reviews, agents), English / Hinglish / Hindi heavy | 35,965 | 104,924 | 0.714 | 36,119 / 46,099 / 22,706 |
| topic | news, encyclopedic, SMS spam, WhatsApp forwards, textbook subjects; Indic heavy | 14,121 | 41,290 | 0.720 | 14,843 / 17,248 / 9,199 |
| indic | encyclopedic topic sentences and product / movie / restaurant reviews in 11 Indian languages, plus Uzbek, Kazakh and Azerbaijani | 12,177 | 35,697 | 0.717 | 12,397 / 15,280 / 8,020 |
| total | 62,263 | 181,911 | 0.716 |
Questions from held-out schemas (the test split) were kept out of training, leaving 173,226 training questions.
Languages (texts):
| Language | Texts | Language | Texts | Language | Texts |
|---|---|---|---|---|---|
| English | 12,937 | Marathi | 2,890 | Arabic | 1,018 |
| Hinglish (romanised Hindi + English) | 9,753 | Gujarati | 2,637 | Russian | 1,012 |
| Hindi (Devanagari) | 7,872 | Kannada | 2,590 | Uzbek | 992 |
| Telugu | 3,132 | Punjabi (Gurmukhi) | 2,626 | Kazakh | 761 |
| Tamil | 3,073 | Malayalam | 2,494 | Azerbaijani | 742 |
| Bengali | 3,054 | Urdu | 1,538 | French / Spanish | 724 / 709 |
Smaller amounts: Tanglish (699), Turkish (317), Odia (236), German (169), Georgian (144) and Chinese (144). About 68% of texts are in an Indian language or Hinglish.
Provenance
| Generator | Qwen/Qwen3-235B-A22B-Instruct-2507 (Apache-2.0), temperature 0.9–0.95 |
| Verifier | Qwen/Qwen3-30B-A3B-Instruct-2507 (Apache-2.0), temperature 0 |
| Access | OpenRouter; the hosting provider of each call is recorded in meta.provider |
| Inference providers (texts) | DeepInfra 26,722 · Parasail 11,621 · Venice 10,470 · Google 7,434 · Nebius 6,016 |
| Cost | about US$28 in total, roughly $0.00015 per kept question |
Record format
{"state": "<text>",
"questions": {"q1": {"type": "choice", "instructions": "...", "criteria": {"key": "description", "...": "..."}}, "...": {}},
"gold": {"q1": "key", "q2": true, "q3": 2}, // only questions the verifier agreed with
"sampled_gold": {"...": "..."}, // every sampled answer, including rejected ones
"profile": "general | topic | indic",
"meta": {"domain": "...", "language": "...", "register": "...", "length": "...", "noise": "...",
"provider": "...", "gen": "...", "ver": "..."}}
Known limitations
- Two Qwen3 models agreeing is not human verification. Labels can share the Qwen family's biases and errors,
especially for subtle
scorelevels. - Synthetic Indic text is cleaner and more formal than real user text, even with the noise settings. Code-mixing other than Hinglish and Tanglish is thin.
- Schemas cluster around the seed domains. Topic diversity inside a domain depends on the generator.
- Some topic and review texts contain names of real places and public figures written by the generator. These are not factual claims.
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