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Wikipedia
science+wiki
Encyclopedia
wikidump
2
https://huggingface.co/datasets/wikimedia/wikipedia
https://huggingface.co/datasets/olm/wikipedia | http://huggingface.co/datasets/olm/wikipedia/discussions/7 | e.g. `ds = load_dataset("wikimedia/wikipedia", "20231101.en")`For Wikipedia, we include all languages from date 04/01/2023, with certain overrepresented languages randomly subsampled (see wiki.txt in the supplementary material for exact amounts)
SlimPajama
web
Web
cerebras2023slimpajama
2
https://huggingface.co/datasets/cerebras/SlimPajama-627B
null
peS2o
science+wiki
Academia
techreport_peS2o
2
https://huggingface.co/datasets/allenai/peS2o
null
BigPatent
law&gov
Patents
wang_et_al_2019_bigpatent
2
https://huggingface.co/datasets/big_patent
repo_id='NortheasternUniversity/big_patent'
Pile of Law
law&gov
Legal| Administrative
hendersonkrass2022pileoflaw
2
https://huggingface.co/datasets/pile-of-law/pile-of-law
nat_lang: ['en']
StarCoderb
code
Code
li2023starcoder
2
https://huggingface.co/datasets/bigcode/starcoderdata
For StarCoder, we included only those datasets with at least 10 stars
OSCAR23.01c
web
Multilingual Web
tim_et_al_2022_perplexed_by_quality
2
https://huggingface.co/datasets/oscar-corpus/OSCAR-2301
cFor OSCAR23.01, we include non-English languages only, with certain languages randomly subsampled (see oscar.txt in the supplementary material for exact amounts | more citations on HF
TED2020
science+wiki
Transcripts: TED, TEDx
reimers_and_gurevynch_2020
2
https://huggingface.co/datasets/wecover/OPUS_TED2020
tiedemann_2016_opus reference perhaps outdated.
PhilPapers
science+wiki
Academia: Philosophy
geo_2020_et_al_pile
2
https://github.com/thoppe/The-Pile-PhilPapers
null
NIH-ExPORTER
law&gov
Grants: NIH
geo_2020_et_al_pile
2
https://github.com/thoppe/The-Pile-NIH-ExPORTER
Download script.
EuroParl
law&gov
Multilingual Legal
geo_2020_et_al_pile
2
https://github.com/thoppe/The-Pile-EuroParl
Download script.
Enron-Emails
law&gov
Emails
geo_2020_et_al_pile
2
https://github.com/EleutherAI/pile-enron-emails
Download script
Ubuntu
chat+qa+instruction
IRC Chat
geo_2020_et_al_pile
2
https://github.com/EleutherAI/pile-ubuntu-irc
Download script
HackerNews
web
Forums
geo_2020_et_al_pile
2
https://github.com/EleutherAI/hn-scraper
Download script | Need to indicate version
OpenWebText2
web
Web
geo_2020_et_al_pile
2
https://github.com/EleutherAI/openwebtext2
Download script
Gutenberg PG-19
book
Books
geo_2020_et_al_pile
2
https://github.com/deepmind/pg19
null
Books3
book
Books
geo_2020_et_al_pile
2
https://huggingface.co/datasets/SaylorTwift/the_pile_books3_minus_gutenberg
https://the-eye.eu/public/AI/pile_preliminary_components/books3.tar.gz | https://huggingface.co/datasets/defunct-datasets/the_pile_books3 | https://twitter.com/theshawwn/status/1320282149329784833
OpenSubtitles
fiction
Subtitles
geo_2020_et_al_pile
2
https://huggingface.co/datasets/suolyer/pile_opensubtitles
null
YTSubtitles
fiction
Subtitles
geo_2020_et_al_pile
2
https://huggingface.co/datasets/suolyer/pile_youtubesubtitles
null
ao3_skylion
fiction
Stories
gokaslan_and_presser_2019_gpt2_petry
2
https://gwern.net/gpt-2#archive-of-our-own-ao3-gpt-2-1-5b
large fanfiction website "Archive of Our Own" | Citation not exact
honeyfeed-3600
fiction
Stories
ryokoai2023-bigknow2022
2
https://huggingface.co/datasets/RyokoAI/Honeyfeed3600
null
scribble-17k
fiction
Stories
ryokoai2023-bigknow2022
2
https://huggingface.co/datasets/RyokoAI/ScribbleHub17K
null
syosetu711k
fiction
Stories (Japanese)
ryokoai2023-bigknow2022
2
https://gitee.com/hf-datasets/Syosetu711K
original repo is 404: https://huggingface.co/datasets/RyokoAI/Syosetu711K
marianna13/fanfics
fiction
Stories
null
2
https://huggingface.co/datasets/marianna13/fanfics
null
marianna13/gamedev
web
Forums
null
2
https://huggingface.co/datasets/marianna13/gamedev
null
marianna13/ia-books
book
Books
null
2
https://huggingface.co/datasets/marianna13/ia-books
null
marianna13/libgen
book
Textbooks| Books
null
2
https://huggingface.co/datasets/marianna13/libgen
null
marianna13/research_gate
science+wiki
Academia
null
2
https://huggingface.co/datasets/marianna13/research_gate
null
marianna13/superuser
web
Forums
null
2
https://huggingface.co/datasets/marianna13/superuser
null
marianna13/the-eye
book
Books
null
2
https://huggingface.co/datasets/marianna13/the-eye
null
marianna13/vault_text
book
Books
null
2
https://huggingface.co/datasets/marianna13/vault_text
null
marianna13/random_quora
web
Forums
null
2
https://huggingface.co/datasets/marianna13/random_dataset
https://huggingface.co/datasets/marianna13/random_quora
marianna13/zlib
book
Books
null
2
https://huggingface.co/datasets/marianna13/zlib
null
minipile
web
Various
kaddour2023minipile, geo_2020_et_al_pile
2
https://huggingface.co/datasets/JeanKaddour/minipile
null
tatoeba
web
Multilingual Translations
tiedemann-2020-tatoeba
2
https://huggingface.co/datasets/Helsinki-NLP/tatoeba_mt
null
poetry-foundation
poetry+lyric
Poetry
poetryfoundation
2
https://huggingface.co/datasets/shahules786/PoetryFoundationData
null
proof-pile
math
Academia: Math
hoskinson-center_proof-pile
2
https://huggingface.co/datasets/hoskinson-center/proof-pile
null
reddit-math
math
Forums: Math
null
2
https://huggingface.co/datasets/P1ayer-1/reddit-math
null
soda
chat+qa+instruction
Dialogue
kim2022soda
2
https://huggingface.co/datasets/allenai/soda
null
song_lyrics
poetry+lyric
Lyrics
null
2
https://huggingface.co/datasets/amishshah/song_lyrics
null
TinyStories
fiction
Stories
eldan_and_li_2023_tinystories
2
https://huggingface.co/datasets/roneneldan/TinyStories
synthetic | Dataset containing synthetically generated (by GPT-3.5 and GPT-4) short stories that only use a small vocabulary.
walkthroughs2020
fiction
Game Walkthroughs
null
2
https://gwern.net/gpt-2#video-game-walkthrough-gpt-2-1-5b
null
wikihow-qa-16k
science+wiki
How-To
null
2
https://huggingface.co/datasets/0x22almostEvil/multilingual-wikihow-qa-16k
null
Alpaca
web
Various
taori_et_al_2023_alpaca
2
https://huggingface.co/datasets/tatsu-lab/alpaca
null
camel-ai/math
math
Math
li2023camel
2
https://huggingface.co/datasets/camel-ai/math
null
camel-ai/code
code
Code
li2023camel
2
https://huggingface.co/datasets/camel-ai/code
null
camel-ai/physics
science+wiki
Physics
li2023camel
2
https://huggingface.co/datasets/camel-ai/physics
null
camel-ai/chemistry
science+wiki
Chemistry
li2023camel
2
https://huggingface.co/datasets/camel-ai/chemistry
null
camel-ai/ai_society
law&gov
Job Roles
li2023camel
2
https://huggingface.co/datasets/camel-ai/ai_society
null
camel-ai/biology
science+wiki
Biology
li2023camel
2
https://huggingface.co/datasets/camel-ai/biology
null
Dolly
web
Various
DatabricksBlog2023DollyV2
2
https://huggingface.co/datasets/databricks/databricks-dolly-15k
null
Evol-Instruct
web
Various
xu_et_al_2023_wizardlm
2
https://huggingface.co/datasets/WizardLM/WizardLM_evol_instruct_70k
null
gpt4all
code
Code
anand_et_al_2023_gpt4all
2
https://huggingface.co/datasets/nomic-ai/gpt4all_prompt_generations
null
Guanaco
web
Various Multilingual
dettmers_et_al_2023_qlora
2
https://modelscope.cn/datasets/AI-ModelScope/GuanacoDataset
https://huggingface.co/datasets/JosephusCheung/GuanacoDataset | Sorry, it's no longer available on Hugging Face. Please reach out to those who have already downloaded it. If you have a copy, please refrain from re-uploading it to Hugging Face. The people here don't deserve it. See also: https://twitter.com/RealJosephus/status/1779913520529707387
LaMini
web
Various
wu_et_al_2024_lamini
2
https://huggingface.co/datasets/MBZUAI/LaMini-instruction
null
oasst1
chat+qa+instruction
Multilingual Conversations
koepf_2023_openassistant
2
https://huggingface.co/datasets/OpenAssistant/oasst1
null
ShareGPT
chat+qa+instruction
Conversations
null
2
https://huggingface.co/datasets/RyokoAI/ShareGPT52K
These conversations were allegedly scraped by an anonymous user on 4chan. The 90K version was sourced from this post. Thanks, anon!
UltraChat
chat+qa+instruction
Conversations
ding2023enhancing
2
https://huggingface.co/datasets/stingning/ultrachat
https://github.com/thunlp/UltraChat
BELLE 10M Chinese
web
Various Chinese
null
2
https://github.com/LianjiaTech/BELLE/blob/main/data/10M/README_en.md
https://github.com/LianjiaTech/BELLE/tree/main/data/10M | https://huggingface.co/datasets/BelleGroup/school_math_0.25M | https://huggingface.co/datasets/BelleGroup/multiturn_chat_0.8M | https://huggingface.co/datasets/BelleGroup/generated_chat_0.4M | https://huggingface.co/datasets/BelleGroup/train_2M_CN | https://huggingface.co/datasets/BelleGroup/train_3.5M_CN
dm_math
math
Math
saxton_et_al_2019_dm_math, geo_2020_et_al_pile
2
https://huggingface.co/datasets/timaeus/pile-dm_mathematics
DM Mathematics: The DeepMind Mathematics dataset consists of a collection of mathematical problems such as algebra, arithmetic, calculus, number theory, and probability, formatted as natural language prompts [Saxton et al., 2019]. | DM Mathematics is a dataset of formal mathematics and therefore doesn't become "out of date."
slimpajama C4
web
Web
cerebras2023slimpajama
2.1
https://huggingface.co/datasets/cerebras/SlimPajama-627B
null
dolma v1.6 (reddit only)
web
Forums
soldaini_et_al_2024_dolma
2.1
https://huggingface.co/datasets/allenai/dolma/blob/main/urls/v1_6.txt
null
glaive-code-assistant-v3
code
Code
null
2.1
https://huggingface.co/datasets/glaiveai/glaive-code-assistant-v3
null
m-a-p_Code-Feedback
code
Code
zheng_et_al_2024_opencodeinterpreter
2.1
https://huggingface.co/datasets/m-a-p/Code-Feedback
null
cosmopedia-v0.1
fiction
Synthetic
benallal2024cosmopedia
2.1
https://huggingface.co/datasets/HuggingFaceTB/cosmopedia
null
SystemChat-2.0
chat+qa+instruction
Instruct
null
2.1
https://huggingface.co/datasets/cognitivecomputations/SystemChat-2.0
null
Tess-v1.5
chat+qa+instruction
Instruct
null
2.1
https://huggingface.co/datasets/migtissera/Tess-v1.5
null
UltraInteract_sft
chat+qa+instruction
Instruct
yuan2024advancing
2.1
https://huggingface.co/datasets/openbmb/UltraInteract_sft
null
Llama-3-Magpie-Pro-1M-v0.1
chat+qa+instruction
Align
xu_et_al_2024_magpie
2.1
https://huggingface.co/datasets/Magpie-Align/Llama-3-Magpie-Pro-1M-v0.1
null
Magpie-Pro-MT-300K-v0.1
chat+qa+instruction
Align
xu_et_al_2024_magpie
2.1
https://huggingface.co/datasets/Magpie-Align/Magpie-Pro-MT-300K-v0.1
null
Magpie-Air-MT-300K-v0.1
chat+qa+instruction
Align
xu_et_al_2024_magpie
2.1
https://huggingface.co/datasets/Magpie-Align/Magpie-Air-MT-300K-v0.1
null
Magpie-Qwen2-Pro-1M-v0.1
chat+qa+instruction
Align
xu_et_al_2024_magpie
2.1
https://huggingface.co/datasets/Magpie-Align/Magpie-Qwen2-Pro-1M-v0.1
null
Magpie-Phi3-Pro-300K-Filtered-v0.1
chat+qa+instruction
Align
xu_et_al_2024_magpie
2.1
https://huggingface.co/datasets/Magpie-Align/Magpie-Phi3-Pro-300K-Filtered
Original URL: https://huggingface.co/datasets/Magpie-Align/Magpie-Phi3-Pro-300K-Filtered-v0.1
Magpie-Gemma2-Pro-200K-Filtered-v0.1
chat+qa+instruction
Align
xu_et_al_2024_magpie
2.1
https://huggingface.co/datasets/Magpie-Align/Magpie-Gemma2-Pro-200K-Filtered
Original URL: https://huggingface.co/datasets/Magpie-Align/Magpie-Gemma2-Pro-200K-Filtered-v0.1
REMOVED slimpajama parts
web
Web
cerebras2023slimpajama
3
https://huggingface.co/datasets/cerebras/SlimPajama-627B
null
dclm-baseline-10-of-10
web
Web
li2024datacomplm
3
https://huggingface.co/datasets/mlfoundations/dclm-baseline-1.0/tree/main/global-shard_10_of_10
null
ccnews
web
Web
null
3
https://huggingface.co/datasets/stanford-oval/ccnews
https://huggingface.co/datasets/stanford-oval/ccnews/discussions/4
fineweb-edu
web
Web Edu
lozhkov2024fineweb-edu
3
https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu
null
math-ai/TemplateGSM
math
Math
zhang2024training
3
https://huggingface.co/datasets/math-ai/TemplateGSM
null
open-web-math
math
Math
paster2023openwebmath
3
https://huggingface.co/datasets/EleutherAI/proof-pile-2
null
algebraic-stack
math
Math
azerbayev2023llemma
3
https://huggingface.co/datasets/EleutherAI/proof-pile-2
null
all of starcoder
code
Code
li2023starcoder
3
https://huggingface.co/datasets/bigcode/starcoderdata
(instead of only >10 stars repo) | https://huggingface.co/bigcode/starcoder
python-edu
code
Code
benallal2024smollmcorpus
3
https://huggingface.co/datasets/HuggingFaceTB/smollm-corpus
null
cosmopedia-v0.2
fiction
Synthetic
benallal2024smollmcorpus
3
https://huggingface.co/datasets/HuggingFaceTB/smollm-corpus/tree/main/cosmopedia-v2
null
WebInstructSub
chat+qa+instruction
Web| Instruct| question-answering
yue2024mammoth2
3
https://huggingface.co/datasets/TIGER-Lab/WebInstructSub
natural data | This repo contains the partial dataset used in "MAmmoTH2: Scaling Instructions from the Web". This partial data is coming mostly from the forums like stackexchange. This subset contains very high-quality data to boost LLM performance through instruction tuning.
Buzz-v1.2
chat+qa+instruction
Instruct
ibrahim2024simple
3
https://huggingface.co/datasets/H-D-T/Buzz-V1.2
null
SKGInstruct
chat+qa+instruction
Instruct
zhuang2024structlm
3
https://huggingface.co/datasets/TIGER-Lab/SKGInstruct
null
flan
chat+qa+instruction
Instruct
wei_et_al_2019_flan
3
https://huggingface.co/datasets/Muennighoff/flan
null

RWKV-7 (Goose) World v3 Corpus

This is an itemised and annotated list of the RWKV World v3 corpus which is a multilingual dataset with about 3.1T tokens used to train the "Goose" RWKV-7 World model series. RWKV World v3 was crafted from public datasets spanning >100 world languages (80% English, 10% multilang, and 10% code). Also available as a HF Collection of Datasets

  1. Wikipedia
  2. SlimPajama
  3. peS2o
  4. BigPatent
  5. Pile of Law
  6. StarCoderb
  7. OSCAR23.01c
  8. TED2020
  9. PhilPapers
  10. NIH-ExPORTER
  11. EuroParl
  12. Enron-Emails
  13. Ubuntu
  14. HackerNews
  15. OpenWebText2
  16. Gutenberg PG-19
  17. Books3
  18. OpenSubtitles
  19. YTSubtitles
  20. ao3_skylion
  21. honeyfeed-3600
  22. scribble-17k
  23. syosetu711k
  24. marianna13/fanfics
  25. marianna13/gamedev
  26. marianna13/ia-books
  27. marianna13/libgen
  28. marianna13/research_gate
  29. marianna13/superuser
  30. marianna13/the-eye
  31. marianna13/vault_text
  32. marianna13/random_quora
  33. marianna13/zlib
  34. minipile
  35. tatoeba
  36. poetry-foundation
  37. proof-pile
  38. reddit-math
  39. soda
  40. song_lyrics
  41. TinyStories
  42. walkthroughs2020
  43. wikihow-qa-16k
  44. Alpaca
  45. camel-ai/math
  46. camel-ai/code
  47. camel-ai/physics
  48. camel-ai/chemistry
  49. camel-ai/ai_society
  50. camel-ai/biology
  51. Dolly
  52. Evol-Instruct
  53. gpt4all
  54. Guanaco
  55. LaMini
  56. oasst1
  57. ShareGPT
  58. UltraChat
  59. BELLE 10M Chinese
  60. dm_math
  61. slimpajama C4
  62. dolma v1.6 (reddit only)
  63. glaive-code-assistant-v3
  64. m-a-p_Code-Feedback
  65. cosmopedia-v0.1
  66. SystemChat-2.0
  67. Tess-v1.5
  68. UltraInteract_sft
  69. Llama-3-Magpie-Pro-1M-v0.1
  70. Magpie-Pro-MT-300K-v0.1
  71. Magpie-Air-MT-300K-v0.1
  72. Magpie-Qwen2-Pro-1M-v0.1
  73. Magpie-Phi3-Pro-300K-Filtered-v0.1
  74. Magpie-Gemma2-Pro-200K-Filtered-v0.1
  75. REMOVED slimpajama parts
  76. dclm-baseline-10-of-10
  77. ccnews
  78. fineweb-edu
  79. math-ai/TemplateGSM
  80. open-web-math
  81. algebraic-stack
  82. all of starcoder
  83. python-edu
  84. cosmopedia-v0.2
  85. WebInstructSub
  86. Buzz-v1.2
  87. SKGInstruct
  88. FLAN

Citation

@misc{hevok2025worldv3 
    title={RWKV World v3},
    author={Hevok},
    year={2025},
}
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