Hugging Face just lately launched its listing of probably the most appreciated datasets, every contributing considerably to developments in AI. These datasets serve numerous functions, starting from instruction-following to multimodal understanding, and are broadly adopted throughout numerous AI functions. Under is a complete overview of those HuggingFace datasets, sorted by the variety of downloads.
1. FineWeb-Edu by HuggingFaceFW
Likes: 573 | Downloads: 318,907
- Key Options: Filters high-quality academic internet content material utilizing an academic classifier developed with annotations scored by LLama3-70B-Instruct. The classifier prioritizes middle-school to grade-school information whereas retaining some high-level content material. This ensures the dataset focuses on actually academic materials, balancing technical depth with accessibility.
- Use Circumstances: Powers e-learning platforms, enhances course suggestions, and helps academic chatbots. Identified for enabling customized studying pathways and enhancing real-time problem-solving capabilities in educational contexts.
- Spotlight: Offers premium, educationally wealthy supplies curated for superior educational and coaching fashions.
Click on right here to entry this dataset.
2. TxT360 by LLM360
Likes: 217 | Downloads: 102,124
- Key Options: Filters 99 Frequent Crawl snapshots for LLM pretraining, emphasizing knowledge high quality with superior deduplication strategies. Incorporates curated and web-based datasets to create a 15T+ token corpus.
- Use Circumstances: Helps web-based content material technology, website positioning optimization, and general-purpose NLP duties. Facilitates numerous functions, together with LLM fine-tuning.
- Spotlight: Presents a scalable pipeline, enhancing knowledge high quality for difficult downstream duties.
Click on right here to entry this dataset.
3. FineWeb 2 by HuggingFaceFW
Likes: 363 | Downloads: 88,657
- Key Options: A multilingual dataset supporting over 1,000 languages and scripts. Constructed on 96 Frequent Crawl snapshots spanning 2013 to 2024, it processes 8 terabytes of textual content knowledge—roughly 3 trillion phrases.
- Use Circumstances: Enhances NLP functions for multilingual fashions and underrepresented languages. Very best for analysis requiring clear, high-quality knowledge.
- Spotlight: Advances international NLP inclusivity with clear and scalable methodology.
Click on right here to checkout this dataset on HuggingFace.
4. Frequent Corpus by PleIAs
Likes: 196 | Downloads: 24,844
- Key Options: Comprising over 2 trillion tokens from numerous sources, this multilingual dataset emphasizes high-quality and moral requirements by means of toxicity filtering and content material curation.
- Use Circumstances: Extensively utilized in pretraining fashions like GPT and BERT for duties resembling summarization, translation, and sentiment evaluation.
- Spotlight: Benchmark useful resource for sturdy, generalized AI mannequin improvement.
You possibly can discover this dataset right here.
5. Cosmopedia by HuggingFaceTB
Likes: 570 | Downloads: 20,840
- Key Options: An artificial dataset of 30 million samples generated by Mixtral-8x7B-Instruct-v0.1. It consists of academic sources, weblog posts, and artificial instruction datasets.
- Use Circumstances: Helps educational studying, artistic writing, and commonsense reasoning.
- Spotlight: Pioneers scalable artificial knowledge technology with refined prompts and decontamination pipelines.
Click on right here to entry this dataset.
6. HelpSteer2 by Nvidia
Likes: 390 | Downloads: 13,799
- Key Options: Accommodates 21,000 samples with detailed annotations, specializing in helpfulness and correctness. Used for preference-based coaching fashions.
- Use Circumstances: Very best for customer support bots and content material moderation programs.
- Spotlight: Achieved high scores throughout main benchmarks like RewardBench and AlpacaEval.
Click on right here to entry this dataset on HuggingFace.
7. Orca-AgentInstruct-1M-v1 by Microsoft
Likes: 404 | Downloads: 12,877
- Key Options: Accommodates 1 million synthetically generated instruction pairs. Covers textual content modifying, coding, and comprehension duties.
- Use Circumstances: Enhances LLM instruction tuning and conversational agent coaching.
- Spotlight: Important enhancements in benchmarks for reasoning and factual correctness.
Click on right here to checkout this dataset.
8. SmolTalkDataset by HuggingFaceTB
Likes: 260 | Downloads: 11,523
- Key Options: An artificial dataset for supervised fine-tuning, overlaying arithmetic, coding, and summarization duties.
- Use Circumstances: Powers AI tutors, coding assistants, and reasoning bots.
- Spotlight: Enhances task-specific efficiency and reasoning capabilities.
Checkout this HuggingFace dataset right here.
9. FinePersonas by Argilla
Likes: 363 | Downloads: 6,853
- Key Options: Offers 21 million detailed personas generated for numerous and controllable artificial textual content technology, particularly designed to reinforce reasoning and inventive writing. These personas are grounded in high-quality academic content material, primarily derived from the HuggingFaceFW/FineWeb-Edu dataset, with a powerful bias towards training and science domains.
- Use Circumstances: Very best for artistic storytelling, role-playing video games, model persona improvement instruments, and LLM fine-tuning. This dataset permits researchers to combine domain-specific attributes into AI fashions, enabling the technology of nuanced, focused content material.
- Spotlight: Facilitates the creation of wealthy, numerous, and context-specific artificial outputs whereas minimizing the complexity of crafting detailed attributes manually.
Click on right here to checkout this dataset.
10. FineVideo by HuggingFaceFV
Likes: 283 | Downloads: 5,434
- Key Options: Designed for video understanding, specializing in temper evaluation, storytelling, and modifying.
- Use Circumstances: Enhances video summarization, analytics, and narrative-driven AI instruments.
- Spotlight: Powers cutting-edge multimodal analysis in video content material evaluation.
Click on right here to checkout this HuggingFace dataset.
11. Infinity Instruct by Beijing Academy of Synthetic Intelligence (BAAI)
Likes: 574 | Downloads: 5,284
- Key Options: Presents a large-scale instruction dataset optimizing task-specific AI fashions for reasoning, coding, and extra.
- Use Circumstances: Trains task-specific AI programs and improves instruction-following in open-source fashions.
- Spotlight: Offers high-quality datasets advancing open-source AI capabilities.
Click on right here to checkout this dataset.
12. PersonaHub by proj-persona
Likes: 475 | Downloads: 3,846
- Key Options: Presents 1 billion personas curated for artificial knowledge synthesis. Helps storytelling and sport design.
- Use Circumstances: Extensively utilized in interactive storytelling and customized advertising instruments.
- Spotlight: Facilitates numerous, context-specific character interactions.
Click on right here to checkout this dataset.
13. Two-Million-Bluesky-Posts by Alpin Dale
Likes: 193 | Downloads: 3,155
- Key Options: Contains 2 million public posts from Bluesky Social’s API, enriched with metadata and language labels.
- Use Circumstances: Helps NLP duties, conversational AI, and social media analysis.
- Spotlight: Explores linguistic tendencies and neighborhood interactions.
Click on right here to checkout this dataset.
14. xlam-function-calling-60k by Salesforce
Likes: 395 | Downloads: 2,567
- Key Options: Targeted on function-calling functions, this dataset ensures correctness with over 95% passing human analysis. It consists of numerous API operate calls throughout 21 classes.
- Use Circumstances: Trains AI fashions for API interactions, enhances coding assistants, and develops task-specific brokers.
- Spotlight: Achieved 88.24% accuracy on the Berkeley Perform-Calling Leaderboard.
Click on right here to checkout this dataset.
15. OpenO1-SFT by O1-OPEN
Likes: 271 | Downloads: 2,171
- Key Options: Helps Supervised High-quality-Tuning (SFT) for Chain-of-Thought (CoT) reasoning. Consists of structured responses for coherent reasoning sequences.
- Use Circumstances: Enhances reasoning in AI tutoring, academic instruments, and superior query answering.
- Spotlight: Improves self-consistency and accuracy in reasoning duties.
Click on right here to entry this dataset.
16. MMMLU by OpenAI
Likes: 438 | Downloads: 1,761
- Key Options: Covers 57 matters translated into 14 languages with excessive accuracy, significantly for low-resource languages.
- Use Circumstances: Benchmarks multilingual AI fashions for international functions and cross-lingual understanding.
- Spotlight: Units a excessive normal for language comprehension and accessibility.
Click on right here to checkout this dataset.
17. FRAMES by Google
Likes: 176 | Downloads: 1,757
- Key Options: A Retrieval-Augmented Technology (RAG) analysis dataset with 824 multi-hop questions and numerous reasoning varieties.
- Use Circumstances: Benchmarks search engines like google and yahoo, trains information graphs, and refines Q&A programs.
- Spotlight: Checks multi-step retrieval and temporal reasoning methods.
Click on right here to entry this dataset.
18. Reasoning-Base-20k by KingNish
Likes: 194 | Downloads: 1,581
- Key Options: Consists of step-by-step explanations for reasoning duties, enhancing fashions’ logical problem-solving skills.
- Use Circumstances: Extensively used for academic apps, logical reasoning bots, and science or math tutors.
- Spotlight: Improves reasoning accuracy and detailed response high quality.
Click on right here to checkout this dataset.
19. arXiver by Neuralwork
Likes: 355 | Downloads: 790
- Key Options: Consists of 63,357 arXiv papers in multi-markdown format, curated for semantic search and summarization.
- Use Circumstances: Enhances educational instruments, scientific Q&A programs, and scholarly summarization.
- Spotlight: Streamlines technical content material integration for research-oriented AI functions.
Click on right here to checkout this HuggingFace dataset.
20. 5CD-AILLaVA-CoT-o1-Instruct by 5CD-AI
Likes: 64 | Downloads: 598
- Key Options: Permits Chain-of-Thought reasoning in vision-language fashions with multimodal sequences and explanations.
- Use Circumstances: Very best for e-learning, interactive AI instruments, and multimodal reasoning analysis.
- Spotlight: Integrates structured outputs for advanced decision-making duties.
Click on right here to entry this dataset.
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Conclusion
This complete assortment of cutting-edge datasets empowers researchers and builders to advance AI throughout numerous domains. From reasoning fashions to multilingual corpora, every dataset brings distinctive worth to the neighborhood. Which of those datasets stands out as your favourite? How do you propose to make use of them in your tasks? Tell us your ideas within the remark part under.
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