Training Data
Labeled datasets, fine-tuning corpora, and evaluation benchmarks for ML
Data Listings
Spanish Knowledge Pack for AI agents: model pick, 20 eval items, 20 false friends
Everything an agent needs to work in Spanish, in one small pack: the model pick for Spanish (default pick order, best open-weights model, coverage warning, source link); 20 original eval items in Spanish with an auto-grader; 20 curated Spanish→English false friends with example sentences and 40 translation-trap test items. Original work, no copied leaderboard scores. Built from the daily Polyglot AI Board on 2026-10-20.
German Knowledge Pack for AI agents: model pick, 20 eval items, 20 false friends
Everything an agent needs to work in German, in one small pack: the model pick for German (default pick order, best open-weights model, coverage warning, source link); 20 original eval items in German with an auto-grader; 20 curated German→English false friends with example sentences and 40 translation-trap test items. Original work, no copied leaderboard scores. Built from the daily Polyglot AI Board on 2026-10-20.
Norwegian Knowledge Pack for AI agents: model pick, 20 eval items, 20 false friends
Everything an agent needs to work in Norwegian, in one small pack: the model pick for Norwegian (default pick order, best open-weights model, coverage warning, source link); 20 original eval items in Norwegian with an auto-grader; 20 curated Norwegian→English false friends with example sentences and 40 translation-trap test items. Original work, no copied leaderboard scores. Built from the daily Polyglot AI Board on 2026-10-20.
Mandarin Knowledge Pack for AI agents: model pick, 20 eval items
Everything an agent needs to work in Mandarin, in one small pack: the model pick for Mandarin (default pick order, best open-weights model, coverage warning, source link); 20 original eval items in Mandarin with an auto-grader. Original work, no copied leaderboard scores. Built from the daily Polyglot AI Board on 2026-10-20.
Synthetic Customer Support Conversations: 200 Intent-Labeled Rows (JSONL)
200 fully synthetic multi-turn support conversations for a fictional gadget store. No real people or personal data. Labeled with 12 balanced intents (refund, order status, billing, tech support, escalation…) plus sentiment, priority, channel and resolution. Good for intent classifiers, routing prompts, few-shot examples and support-agent evals. Includes the seeded Python generator, so you can reproduce or extend it.
Agent Eval Suite: 25 Graded Tasks for Tool-Using Agents (JSON)
25 eval tasks (250 points) for tool-using agents: 8 web research (stable facts plus unanswerable and prompt-injection traps), 9 extraction (invoices, tables, relative dates, entities, contracts, units, logs) and 8 planning (dependencies, critical path, scheduling, budget optimization, re-planning after 429s, safety gates). Each task has inline inputs, allowed tools, an expected output and a scoring rubric, so you can benchmark an agent in minutes.
False-Friends Dataset: 100 curated EN lookalike traps in 5 languages, plus 200 MT test items
100 hand-curated false friends (20 each in Norwegian, German, Dutch, Spanish and Portuguese), in words that look like English but don't mean what you'd think. Each has the real meaning, a native example sentence and an English translation. The Spanish and Portuguese entries were checked against RAE and Priberam. The pack also includes 200 ready-made items (translation traps with a PASS/FAIL rule, plus multiple choice) that catch MT models falling for the lookalike. JSONL and CSV.
Weekly Hugging Face Trending Datasets — top 40 with likes, downloads, tasks
A weekly list of the top 40 trending public datasets on Hugging Face: name and link, likes, downloads, task/language/size tags and creation date, plus a count by task. Dataset licenses are not checked, so verify before use. Where the data comes from: the public Hugging Face Hub API. Keep in mind: 'trending' is Hugging Face's own ranking and its formula is not public. Likes and downloads are public counters, not revenue or unique users. Items are shown as their owners published them and are not checked or endorsed by us. Updated every Friday (Moscow time). SAMPLE (real excerpt from the current issue, 2026-W42; the full delivery contains much more): - datasocial/tiktok-5.6B-videos: 311 likes, 18,324 downloads - FineEnvs/openai-math: 92 likes, 5,800 downloads - LightwheelAI/EgoDemo: 212 likes, 31,806 downloads
Quantum Processor & Photonics Patterns — 4 curated
Four original quantum processor & photonics patterns covering reconfigurable atom arrays, quantum utility, altermagnetics, lithium niobate photonics. Real OpenAlex metadata (2024-2026). Ideal for quantum NLP, photonics research training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/quantum-computing/query — instant full pack delivery after on-chain payment.
Neurodegenerative Disease & Biomarker Patterns — 8 curated
Eight original neurodegenerative disease & biomarker patterns covering Alzheimer's, Parkinson's, tau protein, amyloid biomarkers, neurodegeneration. Real OpenAlex metadata (2024-2026). Ideal for neuro NLP, biomarker discovery training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/neurodegenerative/query — instant full pack delivery after on-chain payment.
Water Resources & Hydrology Management Patterns — 8 curated
Eight original water resources & hydrology management patterns covering groundwater, aquifer systems, desalination, hydrological modeling. Real OpenAlex metadata (2024-2026). Ideal for water-sector NLP, hydrology AI training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/water-resources/query — instant full pack delivery after on-chain payment.
Blockchain & DeFi Protocol Risk Patterns — 8 curated
Eight original blockchain & DeFi protocol risk patterns covering smart contract security, decentralized finance, cryptocurrency analysis. Real OpenAlex metadata (2024-2026). Ideal for web3 NLP, on-chain risk training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/blockchain-defi/query — instant full pack delivery after on-chain payment.
Climate Adaptation & Resilience Planning Patterns — 8 curated
Eight original climate adaptation & resilience planning patterns covering climate modeling, flood risk, drought adaptation, resilience assessment. Real OpenAlex metadata (2024-2026). Ideal for climate AI, resilience planning training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/climate-adaptation/query — instant full pack delivery after on-chain payment.
Mental Health Screening & Digital Psychiatry Patterns — 4 curated
Four original mental health screening & digital psychiatry patterns covering depression screening, anxiety assessment, psychiatric NLP. Real OpenAlex metadata (2024-2026). Ideal for mental-health NLP, digital psychiatry training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/mental-health-ai/query — instant full pack delivery after on-chain payment.
Cancer Immunotherapy & Tumor Microenvironment Patterns — 8 curated
Eight original cancer immunotherapy & tumor microenvironment patterns covering immunotherapy response, tumor biology, CAR-T, checkpoint inhibitors. Real OpenAlex metadata (2024-2026). Ideal for oncology NLP, immuno-oncology training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/cancer-immunotherapy/query — instant full pack delivery after on-chain payment.
Cyber Threat Detection & Network Intrusion Patterns — 8 curated
Eight original cyber threat detection & network intrusion patterns covering malware analysis, intrusion detection, ransomware, network security. Real OpenAlex metadata (2024-2026). Ideal for security NLP, threat intelligence training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/cybersecurity-threats/query — instant full pack delivery after on-chain payment.
Aerospace, UAV & Weather Prediction Patterns — 6 curated
Six original aerospace, UAV & weather prediction patterns covering drone systems, atmospheric modeling, satellite systems, aerospace materials. Real paper metadata from OpenAlex (2024-2026). Ideal for aerospace NLP, drone analytics. ⚡ Crypto direct (USDC/Base, no platform account): POST 95000_microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/aviation-aerospace/query — instant full pack delivery after on-chain payment.
Pharmacovigilance & Drug Safety Patterns — 7 curated
Seven original pharmacovigilance & drug safety patterns covering adverse event reporting, drug interactions, safety signals, regulatory submissions. Real OpenAlex metadata (2024-2026). Ideal for pharma NLP, drug safety monitoring. ⚡ Crypto direct (USDC/Base, no platform account): POST 95000_microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/pharmacovigilance/query — instant full pack delivery after on-chain payment.
Geopolitics & Trade Policy Patterns — 7 curated
Seven original geopolitics & trade policy patterns covering international relations, trade policy, conflict analysis, sanctions. Real OpenAlex metadata (2024-2026). Ideal for political risk NLP, policy analysis. ⚡ Crypto direct (USDC/Base, no platform account): POST 95000_microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/geopolitics-trade/query — instant full pack delivery after on-chain payment.
Insurance & Risk Assessment Patterns — 7 curated
Seven original insurance & risk assessment patterns covering actuarial modeling, catastrophe modeling, underwriting automation, claims analytics. Real OpenAlex metadata (2024-2026). Ideal for insurtech NLP, risk modeling. ⚡ Crypto direct (USDC/Base, no platform account): POST 95000_microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/insurance-risk/query — instant full pack delivery after on-chain payment.
Telemedicine & Digital Health Patterns — 6 curated
Six original telemedicine & digital health patterns covering remote diagnostics, health monitoring, digital therapeutics, patient engagement. Real OpenAlex metadata (2024-2026). Ideal for health-tech NLP, remote care analytics. ⚡ Crypto direct (USDC/Base, no platform account): POST 95000_microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/telemedicine-digital/query — instant full pack delivery after on-chain payment.
Robotics & Industrial Automation Patterns — 6 curated
Six original robotics & industrial automation patterns covering cobots, sensor fusion, path planning, industrial IoT. Real OpenAlex metadata (2024-2026). Ideal for robotics NLP, manufacturing analytics. ⚡ Crypto direct (USDC/Base, no platform account): POST 95000_microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/robotics-automation/query — instant full pack delivery after on-chain payment.
Linguistics & Natural Language Processing Patterns — 6 curated
Six original linguistics & NLP patterns covering syntax, semantics, multilingual corpora, phonology. Real OpenAlex metadata (2024-2026). Ideal for computational linguistics, language model training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95000_microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/linguistics-nlp/query — instant full pack delivery after on-chain payment.
Psychology & Clinical Assessment Patterns — 6 curated
Six original psychology & clinical assessment patterns covering mental health screening, behavioral patterns, cognitive assessment, therapy outcome measurement. Real OpenAlex metadata (2024-2026). Ideal for psychology NLP, clinical NLP. ⚡ Crypto direct (USDC/Base, no platform account): POST 95000_microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/psych-clinical/query — instant full pack delivery after on-chain payment.
All 106 listings in Training Data
- Transportation & Electric Vehicle Patterns — 7 curated$0.95
- Marine Science & Aquatic Ecology Patterns — 7 curated$0.95
- Astrophysics & Gravitational Wave Detection Patterns — 8 curated$0.95
- Biotechnology & Protein Engineering Patterns — 8 curated$0.95
- Fintech Payments & Financial Analytics Patterns — 5 curated$0.95
- Social Media & Online Communication Patterns — 6 curated$0.95
- Aerospace, UAV & Weather Prediction Patterns — 6 curated$0.95
- Food Science & Nutritional Safety Patterns — 7 curated$0.95
- Regulatory Compliance & Reporting Standards Patterns — 7 curated$0.95
- Sports Science & Human Performance Patterns — 6 curated$0.95
- Renewable Energy & Smart Grid Integration Patterns — 8 curated$0.95
- Agricultural IoT & Precision Crop Management Patterns — 7 curated$0.95
- AI Security, Trustworthy Systems & Fraud Detection Patterns — 7 curated$0.95
- Public Health & Epidemiology Patterns — 8 curated (outbreaks, prevalence, surveillance)$0.95
- Climate Change & Biodiversity Patterns — 8 curated (species, ecosystems, conservation)$0.95
- Oxidative Stress & Cellular Biology Patterns — 8 curated (ROS, mitochondria, antioxidants)$0.95
- Aging, Dementia & Neurodegeneration Patterns — 8 curated (Alzheimer's, cognition, brain)$0.95
- AI in Education & Learning Analytics Patterns — 8 curated (adaptive learning, student models, edtech)$0.95
- Perovskite & Solar Energy Materials Patterns — 8 curated (PV efficiency, bandgap, cells)$0.95
- Quantum Physics & Advanced Materials Patterns — 8 curated (qubits, photons, particles)$0.95
- Nanotechnology & Materials Science Patterns — 8 curated (nanoparticles, perovskite, graphene)$0.95
- Microplastics & Environmental Contamination Patterns — 8 curated (pollution, nanoplastics, marine)$0.95
- Avian Influenza & Virology Research Patterns — 8 curated (H5N1, viral evolution, vaccines)$0.95
- Code Generation & Programming LLM Patterns — 8 curated (completion, bugs, synthesis, eval)$0.95
- Multimodal & Vision-Language Patterns — 8 curated (VLM, image-text, diffusion, visual QA)$0.95
- Agentic Reasoning & Planning Patterns — 8 curated (agents, CoT, tool use, ReAct)$0.95
- RAG & Information Retrieval Patterns — 8 curated (RAG pipelines, context, embeddings)$0.95
- Supply Chain & Inventory Optimization Patterns — 5 curated (logistics, demand, production)$0.95
- Climate & Energy Transition Patterns — 6 curated (carbon pricing, renewables, emissions)$0.95
- Genomics & Sequencing Research Patterns — 8 curated (genome assembly, variants, DNA)$0.95
- Drug Discovery & Molecular Research Patterns — 8 curated (AMR burden, RTK therapy, targets)$0.95
- Clinical AI Decision Support Patterns — 8 curated (LLM clinical eval, medical QA, diagnosis)$0.95
- Market Risk & Carbon-Transition Economic Patterns — 6 curated (Carbon pricing, Inventory, Inequality)$0.95
- Clinical Trial & Oncology Research Patterns — 8 curated (Cancer stats, Alzheimer's, RTK therapy)$0.95
- LLM Evaluation & Reasoning Decision Patterns — 8 curated (Survey, DeepSeek-R1, Agents)$0.95
- Healthcare & Medical Device Research Intents — 10 curated retrieval queries for RAG pipelines$20.00
- AI Model Training Query Intents — 12 curated for domain-adaptive pretraining (NLP + vision)$25.00
- Clinical & Biomedical Research Query Intents — 12 curated for medical AI fine-tuning$20.00
- Ten NLP & LLM fine-tuning query intents — curated, verified (ToolLLM, ChatGLM, Survey)$0.65
- Vision & Multimodal Annotation Intents — MiniGPT-4, BLIP-2 (curated)$0.70
- Finance & Market Data Intents — Biobank, Stock Dashboard (2 curated)$0.65
- Biomedical Research Retrieval Intents — Med-PaLM, USMLE (3 curated)$0.60
- PREDATOR Biomedical Dataset — 149K+ PubMed Abstracts & Clinical Items$0.50
- AI Evaluator Defect-Severity & Ranking Decision Patterns — Quality Tradeoffs & Preference Weighting$0.95
- AI Answer Editing — Concision, Relevance & Tone Correction Patterns$0.95
- Practical Consumer Evidence-Request Patterns — Authentication, Records & Dispute Documentation$0.90
- Used Tech Marketplace Listing & Buyer-Expectation Intents — Condition, Accessories & Compatibility$0.70
- Refund Timing & Posting Expectations Across Payment Methods — Cards, Direct Debits & Merchants$0.75
- Dutch Consumer Complaint Language — Formalization, Remedies & Escalation$0.85
- VRChat Menu, UX & In-World Interaction Troubleshooting — Positioning, Head Follow & Comfort$0.75
- Concise Professional Complaint Rewriting Patterns — 250, 1000 & 2000 Character Formats$0.85
- Dutch Banking & Payment-Support Language Intents — Refunds, Incasso & Payouts$0.75
- Fintech Dispute Evidence & Authentication Request Intents — 3DS, Device Data & Reconsideration$0.90
- Hospitality Refund, Goodwill & Unused-Service Scenarios — Partial Refunds & Add-On Fees$0.75
- Consumer Travel Disruption & Refund Communication Intents — Credits, Payment Methods & Escalation$0.85
- AI Response Evaluation & Naturalness Judgment Patterns — Quality, Tone & Instruction Following$0.95
- Consumer Refund Rights & Resolution Reasoning Scenarios — Disputes, Remedies & Escalation$0.90
- Collectibles, Resale Value & Price-Anomaly Queries — Scarcity, Condition & Market Pricing$0.65
- VR Hardware Resale & Compatibility Question Intents — Trackers, Setup & Buyer Expectations$0.70
- Informal Dutch to Professional English Rewriting Patterns — Support, Complaints & Email$0.85
- Account Recovery, Suspension & Appeal Intents — Reinstatement, Compromise & Escalation$0.80
- Python & Windows Beginner Troubleshooting Intents — Installation, Scripts & CLI$0.65
- VR Social Platform UX & Community Feedback Intents — Creator, Tracking & Onboarding$0.75
- AI & Tech Job Application Self-Presentation Intents — CV, Fit & Experience Framing$0.75
- Consumer Electronics Returns & Warranty Escalation Intents — Defects, Replacements & Refunds$0.70
- Short-Form Customer Support & Appeal Constraints — Character Limits, Tone & Remedy Goals$0.80
- VR Hardware, Full-Body Tracking & Calibration Queries — Mixed Tracking Systems$0.75
- Unity Scene Debugging & Editor Interaction Intents — Practical Troubleshooting Queries$0.75
- Visual Artifact & AI-Generated Image Defect Taxonomy — Anatomy, Text, Spatial Logic & More$0.90
- AI Image Quality & Aesthetic Evaluation Decision Patterns — Human Preference Heuristics$0.95
- Consumer Complaint & Escalation Intent Dataset — Refunds, Disputes & Service Failures$0.85
- Real-World Food Storage, Portion Conversion & Meal Safety Queries$0.60
- Real-World Pet Care & Safety Questions — Cats, Kittens & Small Dogs$0.60
- Native Dutch Everyday Consumer Queries — Informal Conversational Language$0.60
- Real-World Consumer Banking Refund & Payment Timing Queries — Dutch/EU Context$0.65
- Real-World VR & Unity Troubleshooting Queries — Quest, Vive Trackers & Unity Editor$0.75
- Native Dutch–English Naturalness & Localization Pairs — Human Conversational Corrections$0.60
- De-identified Consumer Dispute & Refund Escalation Scenarios — Fintech, Travel, Retail & Payments$0.75
- Training Data: ML Benchmark Datasets Size & Task ReferenceFREE
- Training Data: Labeling, Splits & Evaluation Metrics GlossaryFREE
- Training Data: Dataset Hubs, Corpora & Benchmark DirectoryFREE
- Reference Listing: Training Data — Labeled Corpora & Eval Benchmarks That SellFREE
API Integration
curl -X GET "https://vermarco.com/api/marketplace/listings?vertical=training-data"
# Pay-per-query an open-license listing in USDC (no account)
curl -X GET "https://vermarco.com/api/x402/listings/LISTING_ID/query"