Commercial training data from specialist providers. Listings show what each source advertises; licensing is confirmed with the provider before any agreement.
Fine-Tuning text data set for English LLM General Domain SFT, a training resource specifically designed for AI model optimization, significantly enhances the model's…
Derived from over 150 years of lexical research, these comprehensive textual and audio data, focused on American English, provide linguistically annotated data.
Derived from over 150 years of lexical research, these comprehensive textual and audio data, focused on British English, provide linguistically annotated data.
This dataset is designed for chatbot training and includes real customer support audio conversations in English and Hindi for bilingual voicebots and multilingual…
The provider’s MENA Geopolitical News Dataset is a structured, labelled corpus of 55,000+ news items aggregated from 100+ sources across 24 countries in the Middle East…
The Multilingual Q&A Dataset is a comprehensive collection of over 9.2 M high-quality question-answer pairs with detailed explanations, designed to support the…
The provider delivers a unified data development platform for creating production-ready datasets across the most demanding AI domains, including Physical AI (robotics,…
The provider offers a rights-cleared multilingual book content corpus comprising 760+ published titles, primarily in Hindi and English, with selected content in Urdu,…
This dataset contains comprehensive domain-specific prompts and detailed responses covering diverse Biology topics such as paleoflora fossils, evolutionary transitions,…
Features prompts and responses on Chemistry topics including catalysis mechanisms, polymer synthesis, spectroscopy, reaction analysis, and thermodynamic principles.
The provider applies contextual, multi-layer annotation to clinical interactions, capturing both medical meaning and conversational intent.
A collection of curated q&a pairs across various topics including technical support, hr and other general domains.
A US EPIC-style dermatology dataset of single- and multi-turn doctor-patient dialogues, covering 8 categories: Inflammatory Skin Conditions, Neoplastic Growth, Pigment…
Authoring prompts and responses by native speakers (United States), covering the Finance domain.
Authoring prompts and responses by native speakers (United States), covering the Healthcare domain.
Authoring prompts and responses by native speakers (United States), covering the Insurance domain.
The provider provides a comprehensive medical text annotation service that transforms unstructured healthcare content into structured, AI-ready datasets.
The provider transforms real-world patient–physician interactions into structured datasets for advanced healthcare AI.
High-precision, expertly curated datasets derived from real-world clinical interactions.
Authoring prompts and responses by native speakers (United States), covering the Retail domain.
This dataset contains de-identified clinical case summaries.
This dataset consists of text-based records capturing technical troubleshooting scenarios in Canada, framed for education-focUnited Statesed analysis.
Authoring prompts and responses by native speakers (United States), covering the Travel domain.
The provider provides detailed annotation of treatment and medication-related content, capturing medication mentions, therapeutic recommendations, dosage cues,…