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NLP datasets

Ranking updated Jul 21, 2026

For natural language datasets, the first results are wainshine/chinese-names-corpus (This repository provides a specialized collection of linguistic data and name corpora specifically designed for named entity recognition and language processing tasks, fitting the category of a curated NLP dataset), huggingface/datasets (This library provides a unified interface and hub for accessing, processing, and sharing the vast collection of NLP datasets required for training and evaluating models across all the specified tasks) and brightmart/nlp_chinese_corpus (This repository provides a comprehensive, curated collection of Chinese text corpora specifically designed for training NLP models, including the requested question-answering pairs, machine translation data, and text classification resources). plexpt/chatgpt-corpus and pwxcoo/chinese-xinhua round out the shortlist. Compare the match explanations and check the project documentation against your requirements.

Explore the best open-source natural language datasets for your NLP projects. Compare top-rated collections by size and use case to find the best fit.

NLP datasets

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  • wainshine/chinese-names-corpuswainshine avatar

    wainshine/Chinese-Names-Corpus

    4,303View on GitHub↗

    This project is a curated collection of Chinese names, surnames, and kinship terms designed for linguistic analysis and natural language processing. It functions as a multilingual name dataset and a training resource for named entity recognition, providing a unified repository of names across Chinese, Japanese, and English languages. The project includes a synthetic name generator that creates realistic person names by applying analyzed naming patterns and demographic data. It also provides a cleaned Chinese idiom lexicon gathered and deduplicated from multiple sources. The available data su

    This repository provides a specialized collection of linguistic data and name corpora specifically designed for named entity recognition and language processing tasks, fitting the category of a curated NLP dataset.

    Named Entity RecognitionNatural Language Processing Datasets
    View on GitHub↗4,303
  • huggingface/datasetshuggingface avatar

    huggingface/datasets

    21,643View on GitHub↗

    Datasets is a library designed for the management, processing, and sharing of large-scale data collections for machine learning workflows. It functions as both a data processing framework and a versioning platform, providing tools to organize, filter, and transform massive datasets while ensuring reproducibility across research and development teams. The library distinguishes itself by enabling the handling of datasets that exceed available system memory. It utilizes memory-mapped file access, disk-based caching, and lazy iterative streaming to maintain performance when working with large-sca

    This library provides a unified interface and hub for accessing, processing, and sharing the vast collection of NLP datasets required for training and evaluating models across all the specified tasks.

    PythonPython Machine Learning LibrariesData Processing FrameworksDataset Versioning Platforms
    View on GitHub↗21,643
  • brightmart/nlp_chinese_corpusbrightmart avatar

    brightmart/nlp_chinese_corpus

    9,903View on GitHub↗

    This is a large-scale collection of curated Chinese text corpora designed for training natural language processing models. The project provides a variety of datasets, including a deduplicated archive of millions of news articles with titles and keywords, high-quality categorized question-and-answer pairs, and parallel translation corpora. The collection includes millions of aligned Chinese and English sentence pairs used for cross-lingual model training and machine translation development. It also contains filtered question-and-answer data organized by label for the construction of knowledge-

    This repository provides a comprehensive, curated collection of Chinese text corpora specifically designed for training NLP models, including the requested question-answering pairs, machine translation data, and text classification resources.

    Language CorporaChinese Natural Language ProcessingCross-Lingual Alignment
    View on GitHub↗9,903
  • plexpt/chatgpt-corpusPlexPt avatar

    PlexPt/chatgpt-corpus

    964View on GitHub↗

    This project provides a comprehensive Chinese language corpus designed to support the training and fine-tuning of large language models. It serves as a structured natural language processing resource, offering a collection of text data that includes dialogue, customer service interactions, and creative writing. The dataset is organized into distinct thematic categories, allowing for targeted model development across specific conversational and narrative contexts. By providing information in standardized, schema-agnostic text formats, the collection ensures portability across various machine l

    This repository provides a structured collection of Chinese language data specifically curated for training and fine-tuning large language models, fitting the category of an NLP dataset resource.

    Natural Language Processing Datasets
    View on GitHub↗964
  • pwxcoo/chinese-xinhuapwxcoo avatar

    pwxcoo/chinese-xinhua

    11,572View on GitHub↗

    Chinese-xinhua is an open-source repository providing a comprehensive, machine-readable collection of Chinese linguistic data. It serves as a structured archive of dictionary entries, idioms, and phrases designed for programmatic access and integration into language processing applications. The project organizes complex linguistic information into consistent, schema-driven object structures that facilitate rapid lookups and data portability. By utilizing key-value indexing and structured text serialization, the dataset enables developers to implement advanced natural language search functiona

    This repository provides a structured, machine-readable collection of Chinese linguistic data that serves as a foundational resource for building and evaluating natural language processing models.

    PythonLinguistic DatasetsSimplified Chinese DictionariesNatural Language Processing Resources
    View on GitHub↗11,572
  • tensorflow/datasetstensorflow avatar

    tensorflow/datasets

    4,575View on GitHub↗

    This project is a dataset management framework and cross-framework data loader that provides a unified interface for reading data formats compatible with TensorFlow, JAX, and PyTorch. It serves as a library of curated public datasets provided as data streams and includes tools for building, versioning, and documenting large-scale datasets. The system differentiates itself through a distributed data processing engine capable of managing massive datasets across clusters using parallelized pipelines. It utilizes builder-based construction to standardize how data is downloaded and prepared, while

    This repository provides a comprehensive, standardized library of curated public datasets for NLP and other machine learning tasks, serving as a central hub for accessing the specific data types you need.

    PythonCross-Framework Compatibility LayersCross-Framework Data LoadersCross-Framework Data Pipelines
    View on GitHub↗4,575
  • google-research-datasets/natural-questionsgoogle-research-datasets avatar

    google-research-datasets/natural-questions

    1,124View on GitHub↗

    Natural Questions is a large-scale machine learning research dataset designed for training and evaluating open-domain question answering systems. It consists of a corpus of real search queries paired with human-annotated Wikipedia document spans, providing a standardized foundation for advancing automated information retrieval and comprehension technologies. The project distinguishes itself by providing high-quality ground truth data that supports multiple answer formats, including binary, short-form, and long-form responses. By incorporating extractive span annotations and structured documen

    This repository provides a high-quality dataset specifically designed for training and evaluating question answering systems, which is a core component of the requested category.

    PythonNatural Language Processing Datasets
    View on GitHub↗1,124
  • polyai-ldn/conversational-datasetsPolyAI-LDN avatar

    PolyAI-LDN/conversational-datasets

    1,398View on GitHub↗

    This project is a repository of resources for conversational artificial intelligence, providing infrastructure for the preparation, training, and evaluation of retrieval-based dialogue models. It offers a collection of large-scale dialogue datasets alongside a framework for cleaning, structuring, and serializing raw text into standardized formats suitable for machine learning workflows. The project distinguishes itself by providing a suite of tools for benchmarking model performance through automated scripts. It utilizes batch-based negative sampling to measure ranking accuracy and includes r

    This repository provides a collection of large-scale datasets specifically designed for conversational AI, directly addressing the need for dialogue-based training data in natural language processing.

    PythonDialogue Dataset Structuring
    View on GitHub↗1,398
  • google-deepmind/mathematics_datasetgoogle-deepmind avatar

    google-deepmind/mathematics_dataset

    1,954View on GitHub↗

    This project provides a structured repository of school-level mathematical problems designed to train and evaluate the reasoning capabilities of neural network models. It functions as a standardized benchmark for measuring the proficiency of artificial intelligence systems in arithmetic, algebra, and logical reasoning. The dataset is generated through procedural synthesis, utilizing formal grammars and template-driven logic to create unique question and answer pairs. To support incremental learning, the content is organized into hierarchical difficulty levels, allowing for the structured sequ

    This repository provides a specialized dataset of mathematical question and answer pairs designed for training and evaluating language models on reasoning tasks, fitting the category of a natural language processing dataset.

    PythonMathematical Reasoning DatasetsMachine Learning DatasetsModel Evaluation Benchmarks
    View on GitHub↗1,954
  • allenai/natural-instructionsallenai avatar

    allenai/natural-instructions

    1,047View on GitHub↗

    Expanding natural instructions

    This repository provides a large-scale collection of task-specific instructions and datasets designed for training and evaluating language models, fitting the category of an NLP dataset resource.

    PythonEvaluation and Benchmark Datasets
    View on GitHub↗1,047
  • multi30k/datasetmulti30k avatar

    multi30k/dataset

    192View on GitHub↗

    Multi30k Dataset

    This repository provides a specific, curated dataset of image-caption pairs designed for training and evaluating machine translation models, fitting the category of an NLP dataset.

    SmalltalkMultimodal Machine Translation
    View on GitHub↗192
Compare the top 10 at a glance
RepositoryStarsLanguageLicenseLast push
wainshine/chinese-names-corpus4.3K—Apache-2.0Nov 9, 2025
huggingface/datasets21.6KPythonApache-2.0Jun 18, 2026
brightmart/nlp_chinese_corpus
9.9K
—
MIT
Feb 6, 2026
plexpt/chatgpt-corpus964—GPL-3.0May 15, 2024
pwxcoo/chinese-xinhua11.6KPythonMITDec 26, 2023
tensorflow/datasets4.6KPythonApache-2.0Jun 5, 2026
google-research-datasets/natural-questions1.1KPythonApache-2.0Jul 30, 2021
polyai-ldn/conversational-datasets1.4KPythonApache-2.0Nov 16, 2019
google-deepmind/mathematics_dataset2KPythonApache-2.0Dec 23, 2024
allenai/natural-instructions1KPythonApache-2.0Dec 11, 2023

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