20 Most Preferred HuggingFace Datasets

Hugging Face not too long ago launched its listing of essentially the most appreciated datasets, every contributing considerably to developments in AI. These datasets serve various 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 instructional net 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 instructional materials, balancing technical depth with accessibility.
• Use Instances: Powers e-learning platforms, enhances course suggestions, and helps instructional chatbots. Identified for enabling customized studying pathways and bettering real-time problem-solving capabilities in tutorial contexts.
• Spotlight: Offers premium, educationally wealthy supplies curated for superior tutorial 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 information high quality with superior deduplication strategies. Incorporates curated and web-based datasets to create a 15T+ token corpus.
• Use Instances: Helps web-based content material technology, web optimization optimization, and general-purpose NLP duties. Facilitates various functions, together with LLM fine-tuning.
• Spotlight: Provides a scalable pipeline, enhancing information 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 information—roughly 3 trillion phrases.
• Use Instances: Enhances NLP functions for multilingual fashions and underrepresented languages. Preferrred for analysis requiring clear, high-quality information.
• 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 various sources, this multilingual dataset emphasizes high-quality and moral requirements by means of toxicity filtering and content material curation.
• Use Instances: Broadly utilized in pretraining fashions like GPT and BERT for duties similar to summarization, translation, and sentiment evaluation.
• Spotlight: Benchmark useful resource for strong, generalized AI mannequin improvement.

You may 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 instructional assets, weblog posts, and artificial instruction datasets.
• Use Instances: Helps tutorial studying, artistic writing, and commonsense reasoning.
• Spotlight: Pioneers scalable artificial information 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: Incorporates 21,000 samples with detailed annotations, specializing in helpfulness and correctness. Used for preference-based coaching fashions.
• Use Instances: Preferrred for customer support bots and content material moderation methods.
• Spotlight: Achieved prime 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: Incorporates 1 million synthetically generated instruction pairs. Covers textual content enhancing, coding, and comprehension duties.
• Use Instances: Enhances LLM instruction tuning and conversational agent coaching.
• Spotlight: Vital 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, masking arithmetic, coding, and summarization duties.
• Use Instances: 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 various and controllable artificial textual content technology, particularly designed to boost reasoning and artistic writing. These personas are grounded in high-quality instructional content material, primarily derived from the HuggingFaceFW/FineWeb-Edu dataset, with a robust bias towards schooling and science domains.
• Use Instances: Preferrred 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, various, 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 enhancing.
• Use Instances: 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: Provides a large-scale instruction dataset optimizing task-specific AI fashions for reasoning, coding, and extra.
• Use Instances: Trains task-specific AI methods 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: Provides 1 billion personas curated for artificial information synthesis. Helps storytelling and recreation design.
• Use Instances: Extensively utilized in interactive storytelling and customized advertising instruments.
• Spotlight: Facilitates various, 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: Includes 2 million public posts from Bluesky Social’s API, enriched with metadata and language labels.
• Use Instances: Helps NLP duties, conversational AI, and social media analysis.
• Spotlight: Explores linguistic traits and group 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 various API perform calls throughout 21 classes.
• Use Instances: Trains AI fashions for API interactions, enhances coding assistants, and develops task-specific brokers.
• Spotlight: Achieved 88.24% accuracy on the Berkeley Operate-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. Contains structured responses for coherent reasoning sequences.
• Use Instances: Enhances reasoning in AI tutoring, instructional 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 subjects translated into 14 languages with excessive accuracy, significantly for low-resource languages.
• Use Instances: Benchmarks multilingual AI fashions for international functions and cross-lingual understanding.
• Spotlight: Units a excessive commonplace 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 various reasoning sorts.
• Use Instances: Benchmarks engines like google, trains information graphs, and refines Q&A methods.
• Spotlight: Exams 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: Contains step-by-step explanations for reasoning duties, enhancing fashions’ logical problem-solving skills.
• Use Instances: Broadly used for instructional 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 Instances: Enhances tutorial instruments, scientific Q&A methods, 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 Instances: Preferrred 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 various domains. From reasoning fashions to multilingual corpora, every dataset brings distinctive worth to the group. 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 beneath.

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