dataset_id stringlengths 11 100 | author stringlengths 3 30 | quality_score stringclasses 14
values | quality_bucket stringclasses 4
values | signals stringclasses 24
values | license stringclasses 37
values | downloads stringclasses 376
values | likes stringclasses 28
values | created stringdate 2022-03-02 00:00:00 2026-08-01 00:00:00 | modified stringdate 2021-03-01 00:00:00 2026-08-01 00:00:00 |
|---|---|---|---|---|---|---|---|---|---|
Achitha/tamildata | Achitha | 22 | JUNK | template-card;no-license-usage;duplicate;stale-2y | (none) | 6 | 1 | 2023-01-06 | 2023-01-08 |
open-llm-leaderboard-old/details_Telugu-LLM-Labs__Indic-gemma-2b-finetuned-sft-Navarasa-2.0 | open-llm-leaderboard-old | 22 | JUNK | no-license-usage;leaderboard-artifact;duplicate;stale-2y | (none) | 749 | 0 | 2024-03-22 | 2024-03-22 |
open-llm-leaderboard-old/details_Telugu-LLM-Labs__Indic-gemma-7b-finetuned-sft-Navarasa-2.0 | open-llm-leaderboard-old | 22 | JUNK | no-license-usage;leaderboard-artifact;duplicate;stale-2y | (none) | 1147 | 0 | 2024-03-22 | 2024-03-22 |
rashmi035/MKB_Hindi_2023 | rashmi035 | 37 | JUNK | template-card;duplicate;stale-2y | mit | 5 | 0 | 2023-07-19 | 2023-07-23 |
open-llm-leaderboard-old/details_abhinand__tamil-llama-7b-base-v0.1 | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 15 | 0 | 2023-12-13 | 2023-12-13 |
open-llm-leaderboard-old/details_abhinand__tamil-llama-13b-base-v0.1 | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 1003 | 0 | 2023-12-16 | 2023-12-16 |
open-llm-leaderboard-old/details_abhinand__tamil-llama-7b-instruct-v0.1 | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 15 | 0 | 2023-12-16 | 2023-12-16 |
open-llm-leaderboard-old/details_abhinand__tamil-llama-13b-instruct-v0.1 | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 14 | 0 | 2023-12-16 | 2023-12-16 |
open-llm-leaderboard-old/details_abhinand__tamil-llama-7b-instruct-v0.2 | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 18 | 0 | 2024-01-23 | 2024-01-23 |
open-llm-leaderboard-old/details_abhinand__gemma-2b-it-tamil-v0.1-alpha | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 361 | 0 | 2024-02-29 | 2024-02-29 |
open-llm-leaderboard-old/details_abhinand__gemma-2b-tamil | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 406 | 0 | 2024-03-02 | 2024-03-02 |
open-llm-leaderboard-old/details_mervinpraison__tamil-large-language-model-7b-v1.0 | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 641 | 0 | 2024-03-11 | 2024-03-11 |
open-llm-leaderboard-old/details_Hemanth-thunder__Tamil-Mistral-7B-Instruct-v0.1 | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 2055 | 0 | 2024-03-21 | 2024-03-21 |
open-llm-leaderboard-old/details_Hemanth-thunder__Tamil-Mistral-7B-v0.1 | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 22 | 0 | 2024-03-21 | 2024-03-21 |
open-llm-leaderboard-old/details_abhinand__telugu-llama-7b-instruct-v0.1 | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 983 | 0 | 2024-01-23 | 2024-01-23 |
open-llm-leaderboard-old/details_Telugu-LLM-Labs__Telugu-Llama2-7B-v0-Instruct | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 1295 | 0 | 2024-02-09 | 2024-03-15 |
open-llm-leaderboard-old/details_bharadwajswarna__gemma-2b-sft-telugu | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 16 | 0 | 2024-04-19 | 2024-04-19 |
open-llm-leaderboard-old/details_abhinand__malayalam-llama-7b-instruct-v0.1 | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 1744 | 0 | 2024-01-23 | 2024-01-23 |
open-llm-leaderboard-old/details_OdiaGenAI__odia_llama2_7B_base | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 24 | 0 | 2024-01-18 | 2024-01-18 |
open-llm-leaderboard-old/details_arshadshk__Mistral-Hinglish-7B-Instruct-v0.2 | open-llm-leaderboard-old | 37 | DEGRADED | no-license-usage;leaderboard-artifact;stale-2y | (none) | 17 | 0 | 2024-03-14 | 2024-03-14 |
shivam/hindi_pib_processed | shivam | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 29 | 1 | 2022-03-02 | 2022-01-20 |
niceMLengineer/hindi_dataset | niceMLengineer | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 11 | 0 | 2022-06-27 | 2022-06-27 |
sepidmnorozy/Hindi_sentiment | sepidmnorozy | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 63 | 1 | 2022-08-04 | 2022-08-06 |
harshitkaran/Hindi | harshitkaran | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 26 | 3 | 2022-08-22 | 2022-08-29 |
harshitkaran/HindiTraining | harshitkaran | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 8 | 0 | 2022-08-22 | 2022-08-22 |
Harsit/xnli2.0_hindi | Harsit | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 36 | 0 | 2022-10-05 | 2022-10-05 |
Harsit/xnli2.0_train_hindi | Harsit | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 20 | 1 | 2022-10-15 | 2022-10-15 |
Pavankalyan/Hindi_story_telling | Pavankalyan | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 16 | 6 | 2023-06-06 | 2023-09-02 |
FreedomIntelligence/alpaca-gpt4-hindi | FreedomIntelligence | 52 | OK | thin-card;no-license-usage;duplicate;stale-2y | (none) | 79 | 1 | 2023-06-26 | 2023-08-06 |
FreedomIntelligence/evol-instruct-hindi | FreedomIntelligence | 52 | OK | thin-card;no-license-usage;duplicate;stale-2y | (none) | 110 | 2 | 2023-06-30 | 2023-08-06 |
silvershades483/Hindi-Audio-text | silvershades483 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 10 | 0 | 2023-08-16 | 2023-08-16 |
210010020-iitdh/Hindi-ASR | 210010020-iitdh | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 11 | 0 | 2023-08-16 | 2023-08-16 |
PeculiarCoder/English-Hindi | PeculiarCoder | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 11 | 0 | 2023-08-23 | 2023-08-23 |
Aryansoni27/Hindi_voice | Aryansoni27 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 12 | 0 | 2023-09-26 | 2023-09-26 |
makaveli10/whisper-hindi-preprocessed | makaveli10 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 411 | 0 | 2023-09-26 | 2023-09-27 |
OdiaGenAI/hindi_alpaca_dolly_67k_formatted | OdiaGenAI | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 15 | 0 | 2023-10-17 | 2023-10-17 |
amankhandelia/hindi_only_namo_speech_dataset | amankhandelia | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 10 | 0 | 2023-10-19 | 2023-10-19 |
ViditRaj/podcast-hindi | ViditRaj | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 8 | 0 | 2023-10-22 | 2023-10-22 |
Shreesh03/llama-7b-romanized-hindi | Shreesh03 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 11 | 1 | 2023-11-16 | 2023-11-16 |
Sampuran01/english-hindi-translation | Sampuran01 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 13 | 0 | 2023-11-17 | 2023-11-17 |
VamsiPranav/hindi_telugu_dataset | VamsiPranav | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 5 | 0 | 2023-11-20 | 2023-11-20 |
VamsiPranav/random_hindi_telugu_dataset | VamsiPranav | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 16 | 0 | 2023-11-20 | 2023-11-20 |
VamsiPranav/hindi_dataset | VamsiPranav | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 6 | 0 | 2023-11-20 | 2023-11-20 |
Tngarg/Hindi_english | Tngarg | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 15 | 0 | 2023-12-04 | 2023-12-04 |
DebasishDhal99/llmware_hindi_200 | DebasishDhal99 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 15 | 0 | 2023-12-05 | 2023-12-05 |
HydraIndicLM/Hindi_Test_ClosedDomainQA | HydraIndicLM | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 8 | 0 | 2023-12-07 | 2023-12-07 |
indra-inc/signature_genuine_forged_combined_cedar_beng_hindi | indra-inc | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 68 | 2 | 2023-12-12 | 2023-12-12 |
indra-inc/signature_genuine_forged_bhSig_hindi | indra-inc | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 16 | 2 | 2023-12-13 | 2023-12-15 |
KshitizKhatri/hindi_qa_kaggle | KshitizKhatri | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 15 | 0 | 2023-12-15 | 2023-12-15 |
Tngarg/hindi_of | Tngarg | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 16 | 0 | 2023-12-23 | 2023-12-23 |
Rishabh02/hindi_3k_new | Rishabh02 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 11 | 0 | 2023-12-28 | 2023-12-28 |
rohansolo/BB_HindiHinglish-sgpt | rohansolo | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 13 | 0 | 2023-12-29 | 2023-12-29 |
fubuki119/iitb-english-hindi-tokenized | fubuki119 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 41 | 0 | 2023-12-30 | 2023-12-30 |
Sourabh2/Hindi_to_Hinglish | Sourabh2 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 12 | 3 | 2024-01-02 | 2024-01-02 |
damerajee/english-to-hindi-l | damerajee | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 39 | 2 | 2024-01-10 | 2024-01-10 |
higashi1/Hindi-Visual-Genome | higashi1 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 32 | 0 | 2024-01-12 | 2024-01-16 |
zicsx/OSCAR-2301-Hindi | zicsx | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 112 | 1 | 2024-01-23 | 2024-01-23 |
anirudhlakhotia/roots_indic-hi_iitb_english_hindi_corpus | anirudhlakhotia | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 16 | 0 | 2024-01-25 | 2024-01-25 |
damerajee/hindi-instruct-small | damerajee | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 12 | 0 | 2024-01-26 | 2024-01-26 |
damerajee/hindi-instruct-medium | damerajee | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 12 | 0 | 2024-01-26 | 2024-01-26 |
Tensoic/HINDI | Tensoic | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 7 | 0 | 2024-01-27 | 2024-01-28 |
shubham-jj/hindi | shubham-jj | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 10 | 0 | 2024-02-03 | 2024-02-03 |
zicsx/IndicTrans2-Hindi | zicsx | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 268 | 1 | 2024-02-03 | 2024-02-03 |
Sourabh2/news_summary_Hindi | Sourabh2 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 81 | 0 | 2024-02-04 | 2024-02-11 |
Ojash/hindi-poems | Ojash | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 16 | 0 | 2024-02-05 | 2024-02-05 |
anirudhlakhotia/Hindi-PreTrainingData | anirudhlakhotia | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 59 | 1 | 2024-02-11 | 2024-02-11 |
mrSoul7766/hindi_to_odia_translation_10k | mrSoul7766 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 18 | 0 | 2024-02-11 | 2024-02-14 |
okbenzene2002/hindi-dataset | okbenzene2002 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 16 | 0 | 2024-02-12 | 2024-02-15 |
pbwinter/hindi_masked_chars | pbwinter | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 11 | 0 | 2024-02-13 | 2024-02-13 |
justmalhar/aya_dataset_hindi | justmalhar | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 9 | 0 | 2024-02-16 | 2024-02-16 |
damerajee/long-context-hindi | damerajee | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 51 | 1 | 2024-02-17 | 2024-02-17 |
damerajee/longer-context-hindi-2 | damerajee | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 18 | 1 | 2024-02-18 | 2024-02-18 |
AsphyXIA/baarat-hindi-pretrain-data | AsphyXIA | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 15 | 3 | 2024-02-19 | 2024-02-19 |
gokulraj/hindi | gokulraj | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 10 | 0 | 2024-02-21 | 2024-02-24 |
CognitiveLab/Hindi-Instruct | CognitiveLab | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 20 | 0 | 2024-02-21 | 2024-02-21 |
Harshkmr/hindi_translated | Harshkmr | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 15 | 0 | 2024-02-22 | 2024-02-22 |
anirudhlakhotia/Baarat-Hindi-Instruct-v1 | anirudhlakhotia | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 13 | 1 | 2024-02-22 | 2024-02-23 |
dhanushreddy29/dolly-15k-hindi | dhanushreddy29 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 12 | 0 | 2024-03-02 | 2024-03-02 |
shivam9980/inshorts-hindi | shivam9980 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 818 | 0 | 2024-03-02 | 2024-03-02 |
pbwinter/tokenized_masked_hindi_wiki | pbwinter | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 40 | 0 | 2024-03-04 | 2024-03-04 |
damerajee/Dpo-hindi-clean | damerajee | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 11 | 0 | 2024-03-05 | 2024-03-05 |
nirantk/chaii-hindi-and-tamil-question-answering | nirantk | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 153 | 0 | 2024-03-06 | 2024-03-06 |
pbwinter/masked_chunks_hindi_wiki | pbwinter | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 10 | 0 | 2024-03-07 | 2024-03-07 |
Tensoic/GPTeacher-Hindi | Tensoic | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 25 | 0 | 2024-03-08 | 2024-03-08 |
anirudhlakhotia/baarat-batched-hindi-pre-training | anirudhlakhotia | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 343 | 0 | 2024-03-11 | 2024-03-15 |
projectbaraat/hindi-instruct-dataset-v0.1 | projectbaraat | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 8 | 0 | 2024-03-12 | 2024-03-12 |
projectbaraat/hindi-pretraining-data-v0.1 | projectbaraat | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 12 | 0 | 2024-03-12 | 2024-03-17 |
projectbaraat/hindi-translation-data-v0.1 | projectbaraat | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 7 | 0 | 2024-03-12 | 2024-03-12 |
projectbaraat/hindi-qa-data-v0.1 | projectbaraat | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 10 | 0 | 2024-03-12 | 2024-03-17 |
funlab/mm10_HindIII_anchor_bed | funlab | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 71 | 0 | 2024-03-19 | 2024-03-19 |
funlab/hg19_HindIII_anchor_bed | funlab | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 16 | 0 | 2024-03-19 | 2024-03-19 |
Harsh13/Hindi_img | Harsh13 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 8 | 0 | 2024-03-20 | 2024-03-20 |
NAB1108/hindi-finetune | NAB1108 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 13 | 0 | 2024-03-31 | 2024-03-31 |
projectbaraat/hindi-Mathematical | projectbaraat | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 34 | 0 | 2024-04-03 | 2024-04-03 |
communityai/HydraIndicLM___hindi_alpaca_dolly_67k | communityai | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 10 | 0 | 2024-04-08 | 2024-04-08 |
n3rv/hindi-text | n3rv | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 10 | 0 | 2024-04-11 | 2024-04-15 |
NIGMON/hindi_3l_wng | NIGMON | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 12 | 0 | 2024-04-12 | 2024-04-12 |
Sourabh2/Hindi_Poems | Sourabh2 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 11 | 0 | 2024-04-13 | 2024-04-13 |
Aniket231/samanantar_100K_hindi-without-idx | Aniket231 | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 12 | 0 | 2024-04-14 | 2024-04-14 |
TusharGoel/hindi-annotated-tts | TusharGoel | 52 | OK | no-card;no-license-usage;stale-2y | (none) | 17 | 0 | 2024-04-16 | 2024-04-16 |
End of preview. Expand in Data Studio
Indic Dataset Quality Index
A quality audit of all 4,893 Indic-language datasets on the Hub: junk/spam detection, duplicate clusters, and per-repo quality scores (0–100).
Snapshot date: 2026-08-01 · 4,893 repos · 12 automated signals.
Declared metadata, not ground truth — the index tells you what to investigate, not what's true. It exists because quality problems are cheaper to find than to experience.
Headline findings
| Metric | Value |
|---|---|
| Repos scored | 4,893 |
| GOLD (score ≥ 70, no red flags) | 1,904 (38.9%) |
| OK (45–69) | 2,969 (60.7%) |
| DEGRADED (25–44) | 16 (0.3%) |
| JUNK (hard flags or < 25) | 4 |
| Duplicate description clusters | 113 |
JUNK (flagged, some with real downloads)
open-llm-leaderboard-old/details_Telugu-LLM-Labs__Indic-gemma-7b-finetuned-sft-Navarasa-2.0(1,147 downloads) and its 2b sibling — dead leaderboard artifacts whose card looks like a real model dataset. Teams have built on these.Achitha/tamildataandrashmi035/MKB_Hindi_2023— template-card spam (the exact HF boilerplate "Dataset Card for Dataset Name…" left unchanged).
Duplicate clusters (113)
Examples:
cfilt/iitb-english-hindi— duplicated bychungimungi/iitb-english-hindi-splitaaditya/orca_dpo_pairs-Hindivsaaditya/orca_dpo_pairs-Hindi_— same corpus, two repos- A 23-repo cluster (
cmeraki/ultrachat_hindi_seamless,1024m/ChemVision-Hindi-Subset,innmitt/tamil_cybercrime_terms, …) sharing one boilerplate card text — mass-generated submissions with near-zero curation. - The
saillab/alpaca_*_tacofamily — 13 language variants with identical card text; likely auto-generated from one template (verify content, not just card).
Structural gaps (from the companion License Matrix)
- 65.1% declare no license → highest-risk dimension remains licensing, not quality.
Data dictionary
| Column | Meaning |
|---|---|
dataset_id |
Repo id |
quality_score |
0–100 (penalties per signal) |
quality_bucket |
GOLD / OK / DEGRADED / JUNK |
signals |
Semicolon-separated flags: hex-name, author-junk-cluster, no-card, thin-card, template-card, no-license-usage, leaderboard-artifact, zero-signal, duplicate, stale-2y |
license |
Declared license tag |
downloads / likes |
Usage signals |
created / modified |
Dates |
Methodology
- 17-language keyword scan of the Hub API, deduplicated by repo id (same base as the License Matrix).
- Signal extraction: random-hex repo names, author-level junk clusters (≥2 hex-named repos by authors with ≥3 repos), missing/thin/boilerplate cards, missing-license-with- usage, old-leaderboard artifacts, zero-signal repos, description-duplicate clusters (normalized first-80-chars), 2y+ staleness.
- Score = 100 − penalties; hard flags (
hex-name,template-card) force JUNK.
FAQ
Why does this matter?
Junk and duplicates waste evaluation time, poison "downloads = quality" assumptions, and cause reproducibility failures. Two of the four JUNK repos have 1,000+ downloads.
How do I use it?
Filter quality_bucket in your search/collection workflow. Before fine-tuning on any
DEGRADED/JUNK or duplicate-cluster repo, verify content and provenance manually.
Can I get my dataset quality-verified?
Yes — quality verification & repair service: re-scoring after fixes, card rewriting, duplicate/migration guidance, and a verification badge. Flat rate for dataset owners, custom quotes for enterprises/teams. Start a discussion on this repo.
License
Factual, API-derived metadata; CC0. Verify anything you rely on.
- Downloads last month
- 28