What are Reinforcement Learning datasets used for?

Reinforcement Learning datasets are collections of labelled or raw data used to train, fine-tune, and evaluate models on the reinforcement learning task. This page lists 27 such datasets, each linking to its source and paper.

Which Reinforcement Learning dataset is best for benchmarking?

1 of these Reinforcement Learning datasets are tracked as benchmarks, including meta-agents-research-environments/gaia2. See the Benchmarks section for model leaderboards.

How many Reinforcement Learning datasets are there?

We catalog 27 Reinforcement Learning datasets in one searchable directory.

Reinforcement Learning Datasets

There are 27 reinforcement learning datasets in our directory, 1 of which are benchmarks. Each links to its source, paper, and download — browse the full list below or filter by language.

Reinforcement Learning is the task of learning a policy through trial-and-error interaction with an environment. We catalog 27 datasets for it.

ad1t7a/10Kh-RealOmin-OpenDataRobotics, Reinforcement LearningEN, ZH
anaisleila/computer-use-data-psaiReinforcement Learning, Robotics, Video Classification, Image To Text, Visual Question Answering, OtherEN
BAAI-Humanoid/DECO-50Robotics, Reinforcement LearningEN
blanchon/opencs2_datasetVideo Classification, Reinforcement Learning, OtherEN
data-is-better-together/10k_prompts_rankedText Classification, Text Generation, Reinforcement LearningEN
davanstrien/haiku_dpoText Generation, Reinforcement LearningEnglish
DEXHAND-70K/DEXHAND-70KRobotics, Reinforcement LearningEN
fleaven/Retargeted_AMASS_for_bxi_elf2Robotics, Reinforcement LearningEN
fleaven/Retargeted_AMASS_for_FourierN1Robotics, Reinforcement LearningEN
fulldecent/polymarket-quant-deskReinforcement Learning, Tabular ClassificationEN
genrobot2025/10Kh-RealOmin-OpenDataRobotics, Reinforcement LearningEN, ZH
genrobot2025/Gen-EgoDataRobotics, Reinforcement LearningEN, ZH
jat-project/jat-datasetReinforcement Learning, Text Generation, Question AnsweringEnglish
jobs-git/jat-datasetReinforcement Learning, Text Generation, Question AnsweringEnglish
jxu124/OpenX-EmbodimentRobotics, Reinforcement LearningEN
lockon/xlam-function-calling-60kQuestion Answering, Text Generation, Reinforcement LearningEN
meta-agents-research-environments/gaia2Reinforcement LearningENBenchmark
negotiation-games/c2c-ai-vs-aiText Generation, Reinforcement LearningEN
Rapidata/bananamark-datasetText To Image, Image To Text, Image Classification, Reinforcement LearningEN
Rapidata/OpenAI-4o_t2i_human_preferenceText To Image, Image To Text, Image Classification, Reinforcement LearningEN
SakanaAI/ALE-BenchImage Text To Text, Reinforcement Learning, Text Generation, Visual Question AnsweringEN, JA
Salesforce/APIGen-MT-5kQuestion Answering, Text Generation, Reinforcement LearningEN
Salesforce/xlam-function-calling-60kQuestion Answering, Text Generation, Reinforcement LearningEN
sojuL/RubricHub_v1Text Generation, Reinforcement Learning, Question AnsweringZH, EN
sunzeyeah/chinese_chatgpt_corpusText Generation, Question Answering, Reinforcement LearningZH
tencent/Hy-Embodied-0.5-VLA-DataRobotics, Reinforcement LearningEnglish
Xnhyacinth/codegenText Generation, Reinforcement LearningEN

What languages do reinforcement learning datasets cover?

EN datasets (22)ZH datasets (5)English datasets (4)JA datasets (1)

Explore other dataset tasks

General NLP(2546)Text Generation(723)Question Answering(528)Text Classification(228)Text Corpora(199)Image To Text(180)Visual Question Answering(130)Robotics(125)Image Classification(117)Text To Image(103)Summarization(98)Automatic Speech Recognition(93)

What languages do reinforcement learning datasets cover?

Explore other dataset tasks

Frequently asked questions

What are Reinforcement Learning datasets used for?

Which Reinforcement Learning dataset is best for benchmarking?

How many Reinforcement Learning datasets are there?