Datasets:

Horizon-Labs
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multilingual-zeroshot-synthetic

text large_stringlengths 1 2.5k	lang large_stringclasses 33 values	task large_stringlengths 4 267	candidate_labels listlengths 2 24	gold_labels listlengths 1 12	hypothesis_template large_stringlengths 0 122	kind large_stringclasses 5 values	text_origin large_stringclasses 2 values
המחיר היה יקר בהשוואה לחברים, אבל השירות היה מהיר מאוד.	Hebrew	sentiment	[ "positive", "negative", "neutral", "mixed" ]	[ "mixed" ]	The sentiment of this review is {}.	tax_short	qwen-generated
Привіт, хочу поїхати в Київ на два дні до клієнта, потрібно затвердити маршрут.	Ukrainian	travel request type	[ "business_trip", "relocation", "expense_claim", "visa_support", "cancellation", "family_accommodation", "medical_emergency", "work_from_abroad" ]	[ "business_trip" ]	The employee is requesting a {}.	short	qwen-generated
Paras kahvi jonka olen koskaan maistanut.	Finnish	sentiment	[ "positive", "negative", "neutral", "mixed" ]	[ "positive" ]	The sentiment of this review is {}.	tax_short	qwen-generated
Gagal total, jangan beli di sini	Indonesian	sentiment	[ "positive", "negative", "neutral", "mixed" ]	[ "negative" ]	The sentiment of this review is {}.	tax_short	qwen-generated
카드가 분실되어서 즉시 정지 요청합니다. 지금은 2시 15분입니다.	Korean	urgency	[ "low", "medium", "high", "critical" ]	[ "critical" ]	The urgency of this message is {}.	tax_short	qwen-generated
English Language Learners Here are our teachers: In the elementary schools the ELL program is a push-in and pull-out program. The ELL teachers take students from their regular class for 30-60 minutes a few times a week depending on the students’ needs. Students work on: - Listening - Learning to understand English spok...	English	main topic	[ "ELL Program Description", "ESL Curriculum Guide", "Teacher Job Description", "Student Assessment Policy", "Language Acquisition Theory" ]	[ "ELL Program Description" ]		passage	fineweb
Μην περνάς από δω ποτέ ξανά.	Greek	formality	[ "formal", "informal", "friendly", "rude", "neutral" ]	[ "rude" ]	The tone of this message is {}.	tax_short	qwen-generated
The recipe says serves 4 but we have 6 people coming over. Should I double the pasta or just add more meat?	English	Event type in a short message, in the domain of cooking	[ "Ingredient substitution", "Recipe failure", "Flavor feedback", "Timer inquiry", "Prep question", "Allergen alert", "Portion adjustment", "Equipment issue" ]	[ "Portion adjustment" ]	The user is reporting a {}.	short	qwen-generated
Характеристика робіт, завдання та посадові обов'язки Веде технологічний процес вилучення окалини з поверхні гарячекатаних нержавіючих штаб на сталеструминних машинах та дробометальних установках, установлених на агрегатах безперервного травлення, і з поверхні труб на дробокидальних установках, установлених в лінії анти...	Ukrainian	topic	[ "politics", "business and finance", "sports", "science", "technology", "entertainment", "health and medicine", "travel and tourism", "education", "crime and law", "environment and nature", "food and drink", "religion and spirituality", "history", "arts and culture", "home and garden", ...	[ "jobs and careers" ]	This text is about {}.	tax_passage	fineweb
Ostetut lelut näyttää olevan tehty huonolaatuisesta muovista ja tuoksuu kamalalta. Koira ei edes kunnioita niitä.	Finnish	Customer support ticket category for pet services	[ "Order Tracking", "Subscription Management", "Veterinary Advice", "Product Quality", "Shipping Damage", "Payment Issues", "Account Access", "Returns & Refunds" ]	[ "Product Quality" ]	The customer is inquiring about {}.	short	qwen-generated
morning ko car start ki toh engine jhatka dera tha, thodi der chalane par theek ho gaya lekin light bhi blink kardi.	Hindi	medical symptom area (non-diagnostic), in the domain of automotive	[ "Engine Misfire", "Brake Noise", "AC Not Cooling", "Steering Pull", "Transmission Shudder", "Battery Drain" ]	[ "Engine Misfire" ]	The vehicle is exhibiting symptoms related to {}.	short	qwen-generated
Why did the quarterback throw an interception on that play?	English	question topic	[ "society and culture", "science and mathematics", "health", "education", "computers and internet", "sports", "business and finance", "entertainment and music", "family and relationships", "politics and government", "travel", "food and cooking", "cars", "pets", "beauty and style", "game...	[ "sports" ]	This question is about {}.	tax_short	qwen-generated
Hokej: Hlavní hvězda týmu si poranila koleno v úvodu třetího dějství, zápas ukončen předčasně	Czech	news headline section	[ "world news", "business", "sports", "science and technology", "politics", "entertainment", "health", "crime", "environment", "education" ]	[ "sports" ]	This news is about {}.	tax_short	qwen-generated
Superb! Can't recommend it enough.	English	sentiment	[ "positive", "negative", "neutral", "mixed" ]	[ "positive" ]	The sentiment of this review is {}.	tax_short	qwen-generated
The groups emphasize that the recognize the valiant work of the prosecutors and judges who have issued nineteen sentences against those responsible for serious violations committed during the conflict, but add that these are “small efforts in light of the magnitude of the violations.” The survivors also assert that the...	English	sentiment	[ "positive", "negative", "neutral", "mixed" ]	[ "negative" ]	The sentiment of this text is {}.	tax_passage	fineweb
Jeg så en hue online til 199 kr men i butikken var den 150 kr. Kan jeg få den lavere pris?	Danish	Identify the specific event type in a fashion retail customer inquiry or notification.	[ "Size_Exchange", "New_Arrival_Alert", "Damaged_Item_Claim", "Shipping_Delay", "Loyalty_Point_Dispute", "Store_Fitting_Booking", "Return_Restock_Notice", "Price_Match_Request" ]	[ "Price_Match_Request" ]	The user is reporting an issue or request regarding {}.	short	qwen-generated
রিসপশনের লোকেরা খুবই সহজবোধ্য ছিল এবং আমাদের চেক-ইন প্রক্রিয়া দ্রুত সম্পন্ন করেছিল।	Bengali	aspects	[ "cleanliness", "staff", "internet", "food", "price", "location", "noise", "room size", "comfort" ]	[ "staff" ]	This review talks about {}.	aspect	qwen-generated
Tel: (0212) 538 1672 Adres: Karadeniz Mah. Eski Edirne Asfaltı No: 386, Gaziosmanpaşa, İstanbul, Türkiye Gazi Ahmet Muhtar Paşa İlköğretim Okulu, İstanbul ili Gaziosmanpaşa ilçesinin Karadeniz Mah. mahallesinde yer alıyor. Gazi Ahmet Muhtar Paşa İlköğretim Okulu yerleşkesine nasıl gidilebileceğini yol tarifi sayfalarım...	Turkish	sentiment	[ "positive", "negative", "neutral", "mixed" ]	[ "mixed" ]	The sentiment of this text is {}.	tax_passage	fineweb
William the Silent, Prince of Orange, persuades the Estates of Holland to open the dykes as an obstacle against the Spanish siege of Leyden. Editors. "Middelburg captured by the Dutch; Spanish relinquish their siege of Leiden". The Literary Encyclopedia. First published 01 November 2010 [http://www.litencyc.com/php/sto...	English	topic	[ "politics", "business and finance", "sports", "science", "technology", "entertainment", "health and medicine", "travel and tourism", "education", "crime and law", "environment and nature", "food and drink", "religion and spirituality", "history", "arts and culture", "home and garden", ...	[ "history" ]	This text is about {}.	tax_passage	fineweb
my wrists are killing me after 4 hours of ranked matches. is this normal or should i get a different mouse?	English	medical_symptom_area_videogames	[ "RSI & Tendinitis", "Repetitive Strain Injury", "Motion Sickness", "Digital Eye Strain", "Posture & Back Pain", "Psychological Stress" ]	[ "RSI & Tendinitis" ]	The player is experiencing symptoms related to {}.	short	qwen-generated
Cho em hỏi là bộ hồ sơ tờ khai hải quan của lô hàng này bên mình duyệt hết chưa ạ? Em cần hoàn thiện thủ tục trong tuần này.	Vietnamese	logistics_request_urgency	[ "P0 - Critical", "P1 - High", "P2 - Medium", "P3 - Low", "P4 - Info" ]	[ "P2 - Medium" ]	The urgency level of this logistics request is {}.	short	qwen-generated
הטיסה בלתי נעימה, הנוסעים בקרוב ירדו.	Hebrew	emotion	[ "joy", "sadness", "anger", "fear", "surprise", "disgust", "love", "gratitude", "disappointment", "pride", "anxiety", "relief", "neutral" ]	[ "neutral" ]	This text expresses {}.	tax_short	qwen-generated
Pagar 200 euros por esta calidad de servicio es una estafa. El aire acondicionado no funcionaba y la habitación olía a humedad.	Spanish	aspects	[ "cleanliness", "staff", "internet", "food", "price", "location", "noise", "room size", "comfort" ]	[ "price", "cleanliness" ]	This text is about {}.	aspect	qwen-generated
tabeli Cuprum Polkowice aż 0:5 i tym samym drużyna... czytaj więcej » ... GRANITEKS Zakład kamieniarski, nagrobki Grzegorz Wicherek Mapa, galerie zdjęć oraz informacje o GRANITEKS Zakład kamieniarski, nagrobki Grzegorz Wicherek . Lokalizacja tego miejsca to: Dąbrowskiego 139, 60 -842, ... Na podstawie książki W. Schier...	Polish	text type	[ "a news report", "an opinion piece", "a product description", "an advertisement", "instructions or a how-to guide", "a personal story", "an academic or scientific text", "a legal or official document", "a forum or social media post", "a review", "a biography", "a recipe", "an FAQ or help pag...	[ "a product description" ]	This text is {}.	tax_passage	fineweb
แอปกระตุกตลอด กดอะไรก็ค้าง รำคาญมาก	Thai	customer message topic	[ "billing or payment", "delivery or shipping", "refund or return", "technical problem", "account or login", "product information", "complaint about staff", "cancellation", "praise or thanks", "order change" ]	[ "technical problem" ]	This customer message is about {}.	tax_short	qwen-generated
เข้าระบบไม่ได้ครับ พาสเวิร์ดไม่ผ่าน ทั้งๆ ที่ยืนยันไปแล้วหลายครั้ง	Thai	customer message topic	[ "billing or payment", "delivery or shipping", "refund or return", "technical problem", "account or login", "product information", "complaint about staff", "cancellation", "praise or thanks", "order change" ]	[ "account or login" ]	This customer message is about {}.	tax_short	qwen-generated
The final exam was incredibly difficult, requiring deep analysis rather than just memorization. I felt the midterms were too easy by comparison.	English	aspects	[ "teacher", "content", "difficulty", "price", "materials", "schedule", "exams", "workload" ]	[ "exams", "difficulty" ]	This review talks about {}.	aspect	qwen-generated
Mau ganti jadwal pesawat, bisa di reschedule ke tanggal 20? Soalnya ada halangan mendadak.	Indonesian	chat message intent, in the domain of travel	[ "Booking Flight", "Hotel Inquiry", "Visa Help", "Itinerary Change", "Travel Insurance", "Local Transport", "Ticket Refund", "Payment Issue" ]	[ "Itinerary Change" ]	The customer is asking about {}.	short	qwen-generated
Ongevalcijfers Duurzaam Veilig is ontwikkeld om ongevallen te voorkómen. Om hiervoor de juiste maatregelen te kunnen treffen, zijn ongevalgegevens noodzakelijk. Op basis hiervan kunnen prioriteiten gesteld worden, zoals: - Welke kruising moeten we het eerst aanpakken?, - Op welke weg moet wellicht vaker op snelheid wor...	Dutch	intended audience	[ "General Public", "Traffic Police Officers", "Transportation Engineers", "Insurance Agents", "Vehicle Manufacturers" ]	[ "General Public" ]		passage	fineweb
Refers to the equal rights, responsibilities, and opportunities of women and men and girls and boys and other gender minorities. Equality does not mean that women and men will become the same but that women’s and men’s rights, responsibilities, and opportunities will not depend on whether they are born male or female. ...	English	sentiment	[ "positive", "negative", "neutral", "mixed" ]	[ "neutral" ]	The sentiment of this text is {}.	tax_passage	fineweb
I have a cat who is over 8kg, can I bring him in the cabin or do I have to use checked baggage? He fits in a 20x15x10 carrier.	English	travel request type	[ "Booking confirmation", "Baggage allowance", "In-flight pet care", "Pet documentation", "Cabin vs Cargo", "Flight schedule change", "Veterinary health cert", "Pet fee inquiry" ]	[ "Cabin vs Cargo" ]	The passenger is inquiring about {}.	short	qwen-generated
cricet match mein bat ki speed kitni hoti hai?	Urdu	question topic	[ "society and culture", "science and mathematics", "health", "education", "computers and internet", "sports", "business and finance", "entertainment and music", "family and relationships", "politics and government", "travel", "food and cooking", "cars", "pets", "beauty and style", "game...	[ "sports" ]	This question is about {}.	tax_short	qwen-generated
כרך זה הוא הראשון מבין ארבעה שילוו אותו בדרכו ואני מזמינה אתכם, הקוראים, להצטרף אל המסע. הספר ישלח אתכם למסע מטלטל אל תוך עצמכם. מסע שבו תעלו לתודעה את כל האהבות והתשוקות שלכם. אלו שחשבתם שאתם אוהבים, אלו שלקחתם כמובן מאליו ואלו שלא דמיינתם שתאהבו. אני מזמינה אתכם למסע ממנו לא תצאו כפי שנכנסתם. מסע שבו תגלו איך אתם אוה...	Hebrew	topic	[ "politics", "business and finance", "sports", "science", "technology", "entertainment", "health and medicine", "travel and tourism", "education", "crime and law", "environment and nature", "food and drink", "religion and spirituality", "history", "arts and culture", "home and garden", ...	[ "arts and culture" ]	This text is about {}.	tax_passage	fineweb
מה שאני מנסה לומר הוא שיש סוגים שונים של אנשים. כאלה שאכפת להם, שישלחו לי אימייל ויסבירו כמה הם רוצים לעזור ולהתנדב ובזמן אמת יגיעו ויעשו את המקסימום. הם פשוט כאלה, רואים בכך מטרה ויותר משזה יעשה טוב לילדים זה יעשה להם טוב. ככה הם חיים ובכך הם מאמינים. ויש כאלה שיקראו את הטור, אם בכלל, יהנהנו בראש, אולי יכתבו טוקבק מתל...	Hebrew	audience	[ "children", "the general public", "experts or professionals", "students", "customers", "investors", "patients", "tourists" ]	[ "the general public" ]	This text is written for {}.	tax_passage	fineweb
Maten i restauranten var god, men porsjonene var litt små. Dessuten var frokostbuffeten noe begrenset i utvalget.	Danish	aspects	[ "cleanliness", "staff", "internet", "food", "price", "location", "noise", "room size", "comfort" ]	[ "food" ]	The review mentions {}.	aspect	qwen-generated
Dzień dobry, czy mogę prosić o informację, kiedy będzie gotowy raport? Dziękuję z góry.	Polish	formality	[ "formal", "informal", "friendly", "rude", "neutral" ]	[ "formal" ]	The tone of this message is {}.	tax_short	qwen-generated
need someone to handle angry customers on the phone, 8am-6pm shift. must be polite even when they yell.	English	job posting department	[ "Network Engineering", "Customer Support", "Sales & Marketing", "IT Security", "HR & Recruiting", "Finance & Accounting", "Field Operations" ]	[ "Customer Support" ]	This job listing is for the {} department.	short	qwen-generated
Poverty rate: 68.7% GDP: $9.95 billion (73rd lowest) GDP per capita: $467 (7th lowest) Located in the Indian Ocean east of continental Africa, Madagascar is an island nation of more than a 350,000 square miles in size. Until the mid-1990s, Madagascar was a socialist nation. Though it has since embraced World Bank- and ...	English	purpose	[ "inform", "persuade", "sell something", "entertain", "instruct", "ask for help", "complain", "announce an event" ]	[ "inform" ]	The purpose of this text is to {}.	tax_passage	fineweb
Manque d'enseignants dans les zones rurales : le rectorat cherche des solutions urgentes.	French	news headline section	[ "world news", "business", "sports", "science and technology", "politics", "entertainment", "health", "crime", "environment", "education" ]	[ "education" ]	This news is about {}.	tax_short	qwen-generated
Heavy duty 48x40 wood pallets. Used once, in good condition. Picking up from my dock in Chicago.	English	Product Category of a Listing in Logistics	[ "Forklifts", "Pallets", "Shipping Labels", "Warehouse Racking", "Hand Trucks", "Stretch Wrap", "Barcode Scanners", "Safety Gear" ]	[ "Pallets" ]	This item belongs to the {} category.	short	qwen-generated
Shoulder pain hai right side ka, thora ooper utha toh dard hota hai. kya exercise band karni chahiye ya? doctor kahan gae hu.	Urdu	Fitness Query Intent Classification	[ "supplement_advice", "workout_routine", "dietary_nutrition", "injury_rehab", "gear_recommendation", "training_progress", "general_health", "motivation_coaching" ]	[ "injury_rehab" ]	The user is seeking information regarding {}.	short	qwen-generated
انفجار در دو ایستگاه مرکزی مترو در مسکو، در زمان پرتردد، دستکم ۳۷ تن کشته و دهها زخمی برجا گذاشت. مقامهای روسیه با تروریستی خواندن این حملات، اعلام کردهاند که انفجارها توسط دو عامل انتحاری زن به وقوع پیوسته است. رجب صفراف، رئیس مرکز مطالعات ایران معاصر در روسیه در گفتوگو با رادیو فردا میگوید در ابتدای تحقیقات در مورد ا...	Persian	text type	[ "a news report", "an opinion piece", "a product description", "an advertisement", "instructions or a how-to guide", "a personal story", "an academic or scientific text", "a legal or official document", "a forum or social media post", "a review", "a biography", "a recipe", "an FAQ or help pag...	[ "a news report" ]	This text is {}.	tax_passage	fineweb
Säljaren i era butiken var jättesur på mig när jag frågade om rabatt. Kände mig motbehandlad.	Swedish	Classify customer service inquiries or issues into specific retail operational categories.	[ "Inventory Stockouts", "Payment Disputes", "Store Policy Questions", "Logistics & Delivery", "Product Defects", "Loyalty Program", "Staff Conduct" ]	[ "Staff Conduct" ]	The main issue described relates to {}.	short	qwen-generated
หา IT support ช่วยดูแลระบบ LMS ของมหาวิทยาลัย และแก้ปัญหาวายเลสในหอพักนักศึกษา	Thai	job posting department, in the domain of education	[ "Curriculum Design", "Student Affairs", "Academic Research", "Facilities Maintenance", "Admissions Office", "Library Services", "IT Support", "Administrative Support" ]	[ "IT Support" ]	This job posting is for the {} department.	short	qwen-generated
what artists sound like The Smiths but are more electronic? im kinda done with the indie rock stuff.	English	music_chat_intent	[ "Find_Similar_Artists", "Lyrics_Help", "Concert_Info", "Playlist_Suggestion", "Song_ID", "Streaming_Query", "Release_Date", "Vinyl_Deal" ]	[ "Find_Similar_Artists" ]	The user is requesting {}.	short	qwen-generated
Drayage Manifest Report for terminal pickup. Truck ID 442. Appointment slot 09:00.	English	legal document type	[ "B/L", "POD", "Commercial Invoice", "SOL", "Carnet", "ATA", "DMR", "TAS" ]	[ "DMR" ]	This document is a {}	short	qwen-generated
Tax planning aur advisory ke liye experienced professional zaroori hai. Corporate tax structures pe expert hona chahiye.	Urdu	job posting department	[ "Corporate Litigation", "Compliance & Regulatory", "Intellectual Property", "Employment Law", "Real Estate & Property", "Mergers & Acquisitions", "Tax Advisory", "Dispute Resolution" ]	[ "Tax Advisory" ]	This job opening is for the {} department.	short	qwen-generated
Fatih Belediyesi İmar Durumu Sorgulama En fazla gecekondu dönüşümünü İstanbulda yapacak olan TOKİ, Küçükçekmece, Güngören, Fatih, Eminönü, Zeytinburnu, Şişli ve Tuzla gibi 7 ilçe belediyesi ile protokol imzaladı. Küçükçekmecede başlanan kentsel dönüşüm projesinde, vatandaşlar gecekondularını boşaltarak geçici olarak ba...	Turkish	audience	[ "children", "the general public", "experts or professionals", "students", "customers", "investors", "patients", "tourists" ]	[ "the general public" ]	This text is written for {}.	tax_passage	fineweb
Booking the ticket online was a nightmare as the website kept crashing. I had to call customer service three times to confirm my reservation.	Persian	aspects	[ "punctuality", "staff", "seat comfort", "food", "luggage", "price", "entertainment", "booking" ]	[ "booking" ]	The review mentions {}.	aspect	qwen-generated
Macacão feminino 2012-lindas e diferentes estampas de verão Existem muitas marcas de roupas femininas no mercado e cada uma delas trabalha um estilo diferenciado seguindo estilo de muitas mulheres por isso ao escolher seus looks de verão escolha uma loja onde traga muitas marcas para você ter opçoes de escolher peças q...	Portuguese	sentiment	[ "positive", "negative", "neutral", "mixed" ]	[ "positive" ]	The sentiment of this text is {}.	tax_passage	fineweb
Son una perdida de tiempo. Estafadores de mierda. Os odio a todos.	Spanish	politeness_level_social_media	[ "Ultra-Friendly", "Polite", "Neutral", "Blunt", "Rude", "Hostile" ]	[ "Hostile" ]	The author's tone is {}.	short	qwen-generated
Snyggt	Swedish	sentiment	[ "positive", "negative", "neutral", "mixed" ]	[ "positive" ]	The sentiment of this review is {}.	tax_short	qwen-generated
− JavaScriptが無効の場合はメニューが表示されません − 【サイトマップ】トップ > ニュースリリース > コードリーダーマウス“リンクセンサー（M-CZ1URシリーズ）” EL22-126 2006.10.25 もうひとつの機能を持ったマウス！デュアルセンサー方式でカラーコード TM を読み取る日本初の「コードリーダーマウス」を開発エレコム株式会社（本社：大阪市中央区、取締役社長：葉田順治）は、マウス本体にデュアルセンサーを内蔵し、マウス操作に加えカラーコード TM を読み取ることができる、新しいコンセプトを持ったコードリーダーマウス“リンクセンサー TM （M-CZ1URシリーズ）”を開発し、12月よりカラージ...	Japanese	genre / type of text	[ "Press Release", "Technical Manual", "News Article", "Blog Post", "Product Review" ]	[ "Press Release" ]		passage	fineweb
Wi-Fi信号很不稳定，视频会议经常掉线，严重影响工作效率。早餐品种丰富，味道也不错。	Chinese	aspects	[ "cleanliness", "staff", "internet", "food", "price", "location", "noise", "room size", "comfort" ]	[ "internet", "food" ]	This text is about {}.	aspect	qwen-generated
Mùi hơi nặng nhưng chất lượng ổn, dùng được.	Vietnamese	sentiment	[ "positive", "negative", "neutral", "mixed" ]	[ "mixed" ]	The sentiment of this review is {}.	tax_short	qwen-generated
ho notato addebiti sospetti sulla mia carta corporate, non riconosco le transazioni per i biglietti del tour europeo. Chiedo un blocco immediato.	Italian	Classify customer complaints related to bank services in the context of music industry operations (e.g., artists, labels, streaming royalties, event payments).	[ "Royalty Disputes", "Payment Delays", "Contract Breaches", "Fraud Alerts", "Account Access", "Fee Errors", "Currency Conversion", "Customer Service" ]	[ "Fraud Alerts" ]	The issue reported by the customer concerns {}.	short	qwen-generated
Weekly Tech Digest: AI trends, new gadget reviews, and the best productivity apps for this week. Unsubscribe here.	English	spam	[ "spam", "a phishing attempt", "a personal message", "a work message", "a newsletter", "a notification" ]	[ "a newsletter" ]	This message is {}.	tax_short	qwen-generated
A nagyő a köhécselés miatt éjjel nem tud szuszogni. Mikor kell azonnal mentőt hívnunk, és mikor várhatunk a háziorvosig?	Hungarian	Parenting question intent classification	[ "health_medical", "behavior_discipline", "developmental_milestones", "feeding_nutrition", "sleep_routine", "education_learning", "social_interactions", "safety_risk" ]	[ "health_medical" ]	The parent is asking about {}.	short	qwen-generated
Universities across the country are raising tuition fees again this year, causing student protests.	English	news headline section	[ "world news", "business", "sports", "science and technology", "politics", "entertainment", "health", "crime", "environment", "education" ]	[ "education" ]	This news is about {}.	tax_short	qwen-generated
Can you send me the link to that article you mentioned in the meeting? I forgot to save it.	English	spam	[ "spam", "a phishing attempt", "a personal message", "a work message", "a newsletter", "a notification" ]	[ "a work message" ]	This message is {}.	tax_short	qwen-generated
Please cancel my shipment, I don't need it anymore.	Swahili	user intent for a voice assistant, in the domain of logistics	[ "track_package", "modify_address", "schedule_pickup", "query_eta", "report_damage", "cancel_order", "request_invoice", "escalate_to_human" ]	[ "cancel_order" ]	The user wants to {}	short	qwen-generated
hey can u find me a guy in Chicago who deals with evictions? need him fast.	English	Classify user intent for a legal voice assistant into specific service categories.	[ "Find Lawyer", "Explain Law", "Draft Document", "Case Status", "Consult Fee", "Legal Emergency" ]	[ "Find Lawyer" ]	The user wants to {}	short	qwen-generated
KARIBU MWANAJIWAJIA! Umechaguliwa kupata taji la $1,000,000. Tuma jina lako na namba ya simu ili tuwasiliane nawe haraka. Hii ni fursa halisi isiyojitokea mara nyingi.	Swahili	spam	[ "spam", "a phishing attempt", "a personal message", "a work message", "a newsletter", "a notification" ]	[ "spam" ]	This message is {}.	tax_short	qwen-generated
I'm stuck in the snow and my stamina is low, need to get back to the main village immediately.	English	game travel request type	[ "Teleport to Hub", "Fast Travel to Last Position", "Summon Companion", "Warp to Quest Marker", "Instant Load Save", "Open Travel Map", "Activate Recall Portal" ]	[ "Teleport to Hub" ]	The player is requesting to perform {}.	short	qwen-generated
\|央视网\|中国网络电视台\|网站地图\| \|客服设为首页\| 中国网络电视台(新闻联播)：我国新医改进行三年来给广大百姓带来巨大实惠，也引起了国际社会的高度关注。世界卫生组织驻华代表告诉记者，他来中国的时候正好中国开始新医改，虽然世界各国的卫生体系都在变革，但是中国医改的步伐超过了任何一个国家。哈佛教授刘远立研究中国医改已经20多年，一谈到医改，他便和记者说起90年代初期去中国农村调研时听到的顺口溜，“小康小康，一场大病全泡汤”，而现在再去农村，农民们手里的新农合证取代了这个顺口溜。世界卫生组织、美国国际战略研究中心、摩根银行分别发布评估报告，从不同视角对中国医改给予了高度评价，认为中国医改方向正确，获得社会广泛支持。（视频编辑：...	Chinese	text type	[ "a news report", "an opinion piece", "a product description", "an advertisement", "instructions or a how-to guide", "a personal story", "an academic or scientific text", "a legal or official document", "a forum or social media post", "a review", "a biography", "a recipe", "an FAQ or help pag...	[ "a news report" ]	This text is {}.	tax_passage	fineweb
Billederne ser grødesliske ud, da jeg spilte på min tablet.	Danish	app store review issue type, in the domain of video games	[ "Bug", "Crash", "Lag", "Monetization", "Controls", "Graphics", "UI/UX", "Audio", "Content", "Performance" ]	[ "Graphics" ]	The user is reporting an issue related to {}.	short	qwen-generated
¡Genial! Me encantan las noticias, ¡te mando un abrazo fuerte!	Spanish	formality	[ "formal", "informal", "friendly", "rude", "neutral" ]	[ "friendly" ]	The tone of this message is {}.	tax_short	qwen-generated
هذا إخطار تلقائي بأن وثيقة التأمين على السيارة ستجدد تلقائياً في نفس التغطية إلا إذا تم إلغائها خلال 15 يوم.	Arabic	legal document type	[ "Policy Wording", "Claims Notification", "Premium Invoice", "Broker Agreement", "Subrogation Letter", "Renewal Notice", "Liability Waiver", "Underwriting Guidelines" ]	[ "Renewal Notice" ]	The text corresponds to a {}.	short	qwen-generated
یہ نیا سپیکٹرومیٹر بالکل جادو جیسا ہے! ڈیٹا کی اکنسی اور رفتار دونوں پریشان کن گنی ہیں۔ بہت شکریہ ٹیم کو۔	Urdu	customer satisfaction level, in the domain of science	[ "Thrilled with Precision", "Satisfied with Speed", "Neutral on Usability", "Frustrated with Accuracy", "Angry about Outage", "Confused by Interface" ]	[ "Thrilled with Precision" ]	The customer is experiencing {} with the scientific instrument.	short	qwen-generated
En güzel Barbie oyunlarının bulunduğu oyun siteniz Oyunuoyna.com olarak yine muhteşem Barbie oyununu sizlere sunuyoruz. Birbirinden güzel elbiselerin, aksesuarların ve ayakkabıların yer aldığı oyuna bayılacaksınız. Oyundaki göreviniz ise Barbie'yi en tatlı biçimde süslemek. Bunun içinde bir sürü şeker gibi elbiselerini...	Turkish	overall sentiment or tone	[ "Positive", "Neutral", "Negative", "Excited", "Enthusiastic" ]	[ "Positive" ]		passage	fineweb
- Chicory – we lived in Texas for a long time and chicory espresso was exceptionally and served frequently in eateries. The principle fixing in chicory is insulin which is additionally found in spices for example, dandelion, Jerusalem artichoke and endive which balance out blood sugar levels. Insulin impersonates insul...	English	audience	[ "children", "the general public", "experts or professionals", "students", "customers", "investors", "patients", "tourists" ]	[ "the general public" ]	This text is written for {}.	tax_passage	fineweb
electricity gayi hai puray mohallay se, koi solution bataiye.	Urdu	urgency	[ "low", "medium", "high", "critical" ]	[ "high" ]	The urgency of this message is {}.	tax_short	qwen-generated
Din pakke er ankommet til pakkeshop på Nørrebrogade. Betal fragt for at undgå gebyr: [link]	Danish	spam	[ "spam", "a phishing attempt", "a personal message", "a work message", "a newsletter", "a notification" ]	[ "a phishing attempt" ]	This message is {}.	tax_short	qwen-generated
Just checking in on the status of my background check. No update since last Tuesday. Let me know if you need any more docs from my side.	English	Classify the primary emotion in employee feedback related to workplace policies and management interactions.	[ "Frustrated", "Appreciative", "Anxious", "Disappointed", "Neutral", "Excited", "Overwhelmed", "Resentful" ]	[ "Neutral" ]	The employee feels {}	short	qwen-generated
It is this reportedly increasing shortage in human labourers, that has led to the development of the solution of ‘cobots’ – Robots designed to collaborate with their human counterparts, to complete the tasks at hand in the most efficient manner. Whilst approached initially by many with caution, in a bid to compensate l...	English	audience	[ "children", "the general public", "experts or professionals", "students", "customers", "investors", "patients", "tourists" ]	[ "the general public" ]	This text is written for {}.	tax_passage	fineweb
I paid a premium for this certification, so I expected better quality digital handouts. The provided slides were outdated and full of typos, which made studying very frustrating.	English	aspects	[ "teacher", "content", "difficulty", "price", "materials", "schedule", "exams", "workload" ]	[ "price", "materials" ]	The review mentions {}.	aspect	qwen-generated
Por ejemplo, no necesitamos decirles a nuestros pulmones que respiren o a nuestro corazón que lata. El sistema nervioso autónomo realiza estas acciones por sí solo. Pero si este sistema sufre un desequilibrio, muchas funciones normales del cuerpo quedan afectadas. Científicos notan que los pacientes con depresión sufre...	Spanish	news section	[ "world news", "national news", "business", "technology", "science", "sports", "arts and culture", "opinion", "health", "lifestyle", "local news", "weather" ]	[ "health", "science" ]	This article belongs to the {} section.	tax_passage	fineweb
Le client VIP attend une réponse sur son dossier, merci de prioriser.	French	urgency	[ "low", "medium", "high", "critical" ]	[ "high" ]	The urgency of this message is {}.	tax_short	qwen-generated
Pilotfish, Naucrates ductor (Linnaeus, 1758) The Pilotfish is a circum-tropical species that can be recognised by is pattern of dark cross bands. Adults are often found in inshore waters swimming alongside larger predatory fishes. They feed on scraps of the predators prey. Juveniles are often encountered swimming under...	English	topic	[ "politics", "business and finance", "sports", "science", "technology", "entertainment", "health and medicine", "travel and tourism", "education", "crime and law", "environment and nature", "food and drink", "religion and spirituality", "history", "arts and culture", "home and garden", ...	[ "environment and nature" ]	This text is about {}.	tax_passage	fineweb
안녕하세요, 베네통 패밀리! 보니입니다. 이제는 영하의 겨울에 입문했네요. 한 해의 끝자락이 되고 보니 올해 무엇을 했는지 다시 한번 생각해 보게 되는데, 이상하게 올해는 여행을 하지 못했네요. 심지어 1박 2일이나 2박 3일 등 짧은 일정조차 없었어요. 흑흑, 이게 다 누구의 잘못인가요! 하하… 여행이 좋은 이유는 새로운 음식과 문화를 접할 수 있다는 거에요. 처음 경험하는 것이니 일단 설레고 신기한 기분이 들지요. 어찌 보면 딱히 훌륭한 맛이라고 하기 힘든 비행기 안의 기내식을 제가 꽤나 맛있다고 느꼈던 것도 새로운 환경에서 먹은 색다른 맛이었기 때문일지도 모르겠...	Korean	purpose of the text	[ "Personal Blog Post", "Food Review", "Travel Guide", "Corporate Announcement", "News Article" ]	[ "Personal Blog Post" ]		passage	fineweb
Не розумію, де шукати налаштування сповіщень. Інструкція нічого не пояснює.	Ukrainian	feedback type (bug, feature request, praise, question), in the domain of software and IT	[ "application_crash", "dark_mode_request", "import_error", "export_speed", "mobile_layout", "auth_issue", "general_praise", "data_sync", "ui_confusion", "payment_bug" ]	[ "ui_confusion" ]	This feedback concerns {}.	short	qwen-generated
Хост на сотні міжнародних організацій, з яких Європейський Союз і НАТО є найбільш помітним, докторанти зробити дослідження буквально за рогом важливих місць прийняття рішень. [+] У центрі уваги цієї дослідницької програми на фундаменті і еволюції нелюдського і людської поведінки приматів. Науково-дослідні проекти здійс...	Ukrainian	purpose	[ "inform", "persuade", "sell something", "entertain", "instruct", "ask for help", "complain", "announce an event" ]	[ "inform", "persuade" ]	The purpose of this text is to {}.	tax_passage	fineweb
Der Zug ist um 14:30 Uhr ab Gleis 5.	German	formality	[ "formal", "informal", "friendly", "rude", "neutral" ]	[ "neutral" ]	The tone of this message is {}.	tax_short	qwen-generated
הקואליציה התפרקה היום בצהריים.	Hebrew	news headline section	[ "world news", "business", "sports", "science and technology", "politics", "entertainment", "health", "crime", "environment", "education" ]	[ "politics" ]	This news is about {}.	tax_short	qwen-generated
میزبان خیلی خوش‌برخورد بود ولی کاش سرعت بار کردن غذا ها بهتر بود.	Persian	restaurant review aspect	[ "menu_variety", "service_speed", "portion_size", "ambiance", "staff_friendly", "cleanliness", "value_for_money", "reservation_policy" ]	[ "service_speed" ]	The review highlights issues related to {}	short	qwen-generated
Минобрнауки объявило о новых правилах приема в вузы	Russian	news headline section	[ "world news", "business", "sports", "science and technology", "politics", "entertainment", "health", "crime", "environment", "education" ]	[ "education" ]	This news is about {}.	tax_short	qwen-generated
Si gioca stasera la finale, il pubblico impazzisce per il gol dell'ultimo minuto.	Italian	news headline section	[ "world news", "business", "sports", "science and technology", "politics", "entertainment", "health", "crime", "environment", "education" ]	[ "sports" ]	This news is about {}.	tax_short	qwen-generated
Görsellerdeki ev 4+1 yazıyor ama ilandaki metinde 3+1 diyor. Bu tutarsızlık insanları yanıltıyor, düzeltin lütfen.	Turkish	app store review issue type, in the domain of real estate	[ "search_filter_bug", "map_view_crash", "payment_issue", "property_data_error", "profile_login_fail", "notification_lag", "ad_relevance" ]	[ "property_data_error" ]	The user is reporting an issue with {}.	short	qwen-generated
Olen niin ylpeä tyttärestäni. Hän onnistui ratkaisemaan sen vaikean matematiikan ongelman täysin itse ilman apua.	Finnish	emotion	[ "joy", "sadness", "anger", "fear", "surprise", "disgust", "love", "gratitude", "disappointment", "pride", "anxiety", "relief", "neutral" ]	[ "pride" ]	This text expresses {}.	tax_short	qwen-generated
पूर्व तेज गेंदबाज ने आगे कहा, “धवन के लिए ये विदेशों में एक और असफलता है। हां कभी कभी कोच के मन में एक खिलाड़ी के साथ बने रहने की मजबूत भावना होती है लेकिन धवन के लिए तो विदेशों में फेल होना एक सिलसिला बनता जा रहा है। यही बात राहुल के साथ भी है और ये एक बड़ी सीरीज है।” फिलहाल ओवल में चल रहे पांचवें टेस्ट मैच में भी राह...	Hindi	text type	[ "a news report", "an opinion piece", "a product description", "an advertisement", "instructions or a how-to guide", "a personal story", "an academic or scientific text", "a legal or official document", "a forum or social media post", "a review", "a biography", "a recipe", "an FAQ or help pag...	[ "an opinion piece" ]	This text is {}.	tax_passage	fineweb
息苦しそうにして、落ち着きがなくて横になれないみたいです。心臓の音も速い？	Japanese	medical_symptom_area_pets	[ "Dermatology", "Gastrointestinal", "Orthopedics", "Cardiology", "Dentistry", "Ophthalmology", "Urology", "Neurology" ]	[ "Cardiology" ]	The pet owner is reporting symptoms related to {}	short	qwen-generated
Customer got burned using our heating pad. It seems the safety fuse failed. This could be a manufacturing defect issue.	English	Legal risk and issue categorization	[ "Breach of Contract", "IP Infringement", "Regulatory Non-Compliance", "Data Privacy Violation", "Employment Dispute", "Intellectual Property", "Product Liability" ]	[ "Product Liability" ]	The primary legal issue identified is {}.	short	qwen-generated
I have to go to Houston for the final sign-off on the solar panel supply contract. Legal wants to meet the vendor reps in person.	English	travel request type, in the domain of energy	[ "Site Inspection", "Vendor Audit", "Technical Troubleshooting", "Client Onboarding", "Emergency Repair", "Contract Renewal", "Supply Chain Review", "Training Delivery" ]	[ "Contract Renewal" ]	The traveler is submitting a request for {}.	short	qwen-generated
Malay Peninsula, Sumatra and Borneo In and near large bodies of fresh or possibly slightly brackish water Adults grow 28-32 inches. Carapace is low, smooth, oval and uniformly dark gray, brown or black. The pale buff colored plastron is long and narrow and the side margins may be keeled. The head is relatively large an...	English	overall sentiment or tone	[ "Informative", "Neutral", "Promotional", "Descriptive", "Factual" ]	[ "Informative" ]		passage	fineweb
소개글섬유저널 1999-2000년까지의 진패션에 관련된 기사를 분석한 겁니다. 년도별로 나누어서 분석했구요.. 한 100권 정도의 기사를 정리했습니다. ^^;; 디카로 사진 찍어서 같이 정리했구요... 진에 대한 좋은 참고자료가 될수 있을 듯 하네요, 목차1. 우리나라 진패션의 변화도 2. 1990년(JEANS STYLE/ JEANS 패션 환경) 1991년 1992년 1993년 1994년 1995년 1996년 1997년 1998년 1999년 2000년 본문내용우리나라 캐주얼 시장의 패션 리딩을 담당해 오던 90년대 진 패션의 변화를 각 브랜드별로 분석하여 해당 년도에...	Korean	text type	[ "a news report", "an opinion piece", "a product description", "an advertisement", "instructions or a how-to guide", "a personal story", "an academic or scientific text", "a legal or official document", "a forum or social media post", "a review", "a biography", "a recipe", "an FAQ or help pag...	[ "a product description" ]	This text is {}.	tax_passage	fineweb
Onverwoestbaar! Mijn hardloopschoenen hebben nu al 500 km op de teller en ze zijn nog steeds als nieuw. Beste koop dit jaar, ik kan dit merk niet meer missen.	Dutch	customer satisfaction level, in the domain of sports	[ "Extrem Vreten", "Zeer Vreten", "Kantel", "Vreten", "Goed Gevoldan", "Extreem Vreten" ]	[ "Extreem Vreten" ]	The customer feels {} about their sports experience.	short	qwen-generated
Giá bán hơi cao so với các đối thủ cùng phân khúc nhưng chất lượng nội thất xứng đáng với số tiền bỏ ra. Khoang hành lý rộng rãi, đủ chỗ cho ba vali cỡ lớn.	Vietnamese	aspects	[ "fuel consumption", "comfort", "reliability", "price", "design", "safety", "handling", "space" ]	[ "price", "space" ]	This review talks about {}.	aspect	qwen-generated
Twoja paczka została dostarczona do punktu odbioru. Kod odbioru: 4921. Wymagany czas odbioru: 48h.	Polish	spam	[ "spam", "a phishing attempt", "a personal message", "a work message", "a newsletter", "a notification" ]	[ "a notification" ]	This message is {}.	tax_short	qwen-generated
อย่าลืมจ่ายบิลเดือนหน้านะ เดี๋ยวโดนตัดไฟ	Thai	emotion	[ "joy", "sadness", "anger", "fear", "surprise", "disgust", "love", "gratitude", "disappointment", "pride", "anxiety", "relief", "neutral" ]	[ "neutral" ]	This text expresses {}.	tax_short	qwen-generated
Auto-pay for my oncology meds failed last month and now I'm late on the rest of the year's supply. The bank says it's an internal error but my pharmacy won't wait.	English	Classify customer complaints into specific healthcare banking categories	[ "Billing Error", "Claim Denial", "Privacy Breach", "ID Theft", "Pre-Auth Hold", "Payment Failure", "Wrong Referral", "Service Quality" ]	[ "Payment Failure" ]	The customer is reporting an issue with {}.	short	qwen-generated

End of preview. Expand in Data Studio

Multilingual Zero-Shot Classification (synthetic)

253,346 texts in 33 languages, each with a set of candidate labels, the correct label(s), and often a hypothesis template. Built to train multilingual zero-shot (NLI-style) classifiers; also usable for few-shot or instruction data, label-set generalization studies, and multilingual intent/topic/sentiment classification.

This is the classification part of the training data of multilingual-zeroshot-small / base / large. Code: github.com/horizon-ai-labs/agent-io-guards (zeroshot/gen_zeroshot.py, zeroshot/gen_zeroshot_v2.py).

Fields

field	description
`text`	the text to classify (a short message, question, review, headline, or a web passage)
`lang`	the language the text was requested in (see limitations)
`task`	what is being classified (e.g. "customer message topic", "emotion", "aspects")
`candidate_labels`	the label set (English)
`gold_labels`	the correct label(s); several for multi-label items (aspects, some passages)
`hypothesis_template`	a natural template for the task, e.g. "This customer message is about {}." (empty for some items)
`kind`	`short` (invented label sets), `tax_short` (fixed generic taxonomies), `aspect` (multi-label review aspects), `passage` / `tax_passage` (labelled web passages)
`text_origin`	`qwen-generated` or `fineweb`

Counts by kind: tax_short 94,639, short 77,616, tax_passage 47,368, aspect 21,725, passage 11,998.

How it was made

All labels and generated texts come from Qwen3.8-27B (Apache-2.0):

short: for one of 26 task types (support tickets, voice-assistant intents, review sentiment, app-store issues, ...) in one of 32 domains, the model invented a realistic label set and a hypothesis template, then wrote 8 short texts in a given language with their labels.
tax_short: the same, but for fixed generic taxonomies (emotion, sentiment, Q&A question topic, news section, customer-message topic, urgency, formality, spam type); the prompt asked not to use the label word itself in the text.
aspect: reviews of hotels, restaurants, phones, shops, airlines, software, courses and cars that mention 1-3 aspects without naming them (e.g. wifi problems for "internet"); multi-label.
passage / tax_passage: passages from FineWeb-Edu and FineWeb-2 (ODC-BY) labelled by the model for topic, text type, sentiment, audience, purpose or news section, with plausible wrong labels (including near misses).

Duplicates (same text and task) were removed. No benchmark data was used.

Languages

English (59,665), Russian (6,788), Greek (6,787), Italian (6,627), Dutch (6,567), Korean (6,557), Arabic (6,500), Turkish (6,496), Czech (6,438), Swedish (6,437), Vietnamese (6,412), Thai (6,386), Bengali (6,369), Ukrainian (6,340), Spanish (6,337), Swahili (6,329), French (6,316), German (6,286), Indonesian (6,250), Portuguese (6,204), Japanese (6,188), Polish (6,166), Hindi (6,123), Hebrew (6,099), Persian (6,055), Chinese (5,888), Urdu (5,109), Hungarian (5,085), Finnish (5,084), Romanian (4,949), Danish (4,939), Malay (4,788), Tagalog (4,782).

Limitations

Synthetic and not human-verified. Labels come from one LLM. When we turned these items into NLI pairs, our trained large model disagreed with about 7% of the derived labels, which gives a rough idea of the noise level.
Language tags are the requested language. The generator occasionally wrote English when another language was asked for.
Style: the texts are cleaner and more prototypical than real user text, even where the prompt asked for typos and informal style.
Label-name overlap with benchmarks: some fixed taxonomies (Q&A question topics, news sections, emotions) use label names that are close to public benchmarks such as Yahoo Answers, AG News and dair-ai/emotion. The texts are all new, but if you evaluate on those benchmarks, treat the label names as seen.
Web passages may contain whatever FineWeb contains (FineWeb applies its own PII anonymization and filtering).

License

ODC-BY 1.0 (the web passages come from FineWeb, ODC-BY; generated content is from an Apache-2.0 model). Please attribute FineWeb for the passage texts.

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Models trained or fine-tuned on Horizon-Labs/multilingual-zeroshot-synthetic

Collection including Horizon-Labs/multilingual-zeroshot-synthetic

Agent I/O Guards

Collection

Small open multilingual models: prompt injection, PII, content safety, hallucination, zero-shot, language detection. Apache-2.0, ONNX. • 43 items • Updated about 11 hours ago