tdro-llm/finetune_data

tDRO: Task-level Distributionally Robust Optimization for Large Language Model-based Dense Retrieval. Guangyuan Ma, Yongliang Ma, Xing Wu, Zhenpeng Su, Ming Zhou and Songlin Hu.

This repo contains all fine-tuning data for Large Language Model-based Dense Retrieval. Please refer to this repo for details to reproduce.

A total of 25 heterogeneous retrieval fine-tuning datasets with Hard Negatives and Deduplication (with test sets) are listed as belows.

Dataset	Language	Category	Symmetry	Reference	Format	HN Mine	Size	Deduped Size	Duplicates
agnews	English	News	Asymmetric	AG news corpus	(Title, Description, Negatives) of news articles from the AG News dataset	bge-base-en-v1.5 mine	1157745	1157745	0
AllNLI	English	NLI	Symmetric	SNLI and MNLI	(Anchor, Entailment_Text, Contradiction_Text) - Combination of SNLI + MultiNLI Triplets	Sentence Transformers Train HN	277230	277230	0
altlex	English	Wikipedia Pair	Symmetric	altlex	(English_Wikipedia, Simple_English_Wikipedia, Negatives) - Matched pairs	bge-base-en-v1.5 mine	112696	112696	0
amazon_review_2018_1m	English	Amazon	Asymmetric	Amazon review data (2018)	(Title, review, Negatives) from Amazon. Only Top 1 million samples are used here to shrink the dataset sizes.	bge-base-en-v1.5 mine	1000000	999999	1
cnn_dailymail	English	News	Asymmetric	CNN Dailymail Dataset	(highlight sentences, article) with all highlight sentences as one text for each news article	bge-base-en-v1.5 mine	311971	311971	0
codesearchnet	English	Github	Asymmetric	CodeSearchNet	(Comment, Code, Negatives) - pairs from opensource libraries hosted on GitHub. It contains code and documentation for several programming languages.	bge-base-en-v1.5 mine	1375067	1375067	0
dureader	Chinese	Multilingual Web Collections	Asymmetric	DuReader Retrieval	(Question, Answer, Negatives)	Use originally provided HN	86395	86395	0
eli5_question_answer	English	Reddit	Asymmetric	ELI5	(Question, Answer, Negatives)	bge-base-en-v1.5 mine	325475	325390	85
gooaq_pairs	English	Web Collections	Asymmetric	GooAQ	(Question, Answer, Negatives) - Pairs from Google auto suggest	bge-base-en-v1.5 mine	3012496	3012347	149
hotpotqa	English	Wikipedia QA	Asymmetric	HotpotQA	(Question, Answer, Negatives)	bge-base-en-v1.5 mine	85000	85000	0
medmcqa	English	Medical	Asymmetric	MedMCQA	(Question, Answer, Negatives)	bge-base-en-v1.5 mine	160869	160865	4
miracl	16 languages	Multilingual Wikipedia	Asymmetric	MIRACL	(Question, Answer, Negatives)	Use originally provided HN	32561	32405	156
mr_tydi_combined	11 languages	Multilingual Wikipedia	Asymmetric	Mr. TyDi	(Question, Answer, Negatives)	Use originally provided HN	48715	48475	240
msmarco	English	Web Collections	Asymmetric	MS MARCO Passages	(Question, Answer, Negatives)	bowdpr HN by following this link	502939	502854	85
nq	English	Wikipedia QA	Asymmetric	NQ	(Question, Answer, Negatives)	bowdpr HN by following this link	58812	58800	12
quora_duplicates_triplets	English	Forum Duplicates	Symmetric	QQP	(Question, Duplicated Question, Negatives) - Duplicate question pairs from Quora	Sentence Transformers Train HN	101762	97011	4751
searchQA_top5_snippets	English	Web Collections	Asymmetric	search_qa	(Question, Top5 text snippets, Negatives) from SearchQA dataset.	bge-base-en-v1.5 mine	117220	117219	1
sentence-compression	English	News	Asymmetric	Sentence-Compression	(Long text, short text) about sentence-compression	bge-base-en-v1.5 mine	180000	180000	0
SimpleWiki	English	Wikipedia Pair	Symmetric	SimpleWiki	(English_Wikipedia, Simple_English_Wikipedia, Negatives) matched pairs	bge-base-en-v1.5 mine	102225	102225	0
squad_pairs	English	Wikipedia QA	Asymmetric	SQuAD	(Question, Answer, Negatives)	bge-base-en-v1.5 mine	87599	87595	4
stackexchange_duplicate_questions_title-body_title-body	English	Forum Duplicates	Symmetric	Stack Exchange Data API	(Title-Body, Duplicated Title-Body, Negatives) - pairs of duplicate questions from StackExchange	bge-base-en-v1.5 mine	250519	250516	3
t2ranking	Chinese	Multilingual Web Collections	Asymmetric	T2Ranking	(Question, Answer, Negatives)	Use originally provided HN	200376	200376	0
trivia	English	Wikipedia QA	Asymmetric	Trivia QA	(Question, Answer, Negatives)	bowdpr HN by following this link	60380	60370	10
xsum	English	News	Asymmetric	xsum	(Summary, News Article) pairs from XSUM dataset	bge-base-en-v1.5 mine	226711	226711	0
yahoo_answers_title_answer	English	Yahoo	Asymmetric	Yahoo Answers	(Title, Answer, Negatives)	bge-base-en-v1.5 mine	1198260	1198018	242
Total Lines							11073023	11067280	5743

Cite

If you are interested in our work, please consider citing our paper.

@article{ma2024tdro,
  author       = {Guangyuan Ma and
                  Yongliang Ma and
                  Xing Wu and
                  Zhenpeng Su and
                  Ming Zhou and
                  Songlin Hu},
  title        = {Task-level Distributionally Robust Optimization for Large Language
                  Model-based Dense Retrieval},
  journal      = {CoRR},
  volume       = {abs/2408.10613},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2408.10613},
  doi          = {10.48550/ARXIV.2408.10613},
  eprinttype    = {arXiv},
  eprint       = {2408.10613},
  timestamp    = {Tue, 24 Sep 2024 17:36:32 +0200},
}