Retrieval

A methodology that involves selecting relevant data or examples from a large dataset to support tasks like prediction, learning, or inference. It enhances models by providing context or additional information, often used in systems like retrieval-augmented generation or in-context learning.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1191–1200 of 14297 papers

Title	Date	Tasks	Status	Hype
EX-FEVER: A Dataset for Multi-hop Explainable Fact Verification	Oct 15, 2023	Claim VerificationExplanation Generation	CodeCode Available	1
Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language Models	Oct 15, 2023	CPUGPU	CodeCode Available	1
Enhancing Conversational Search: Large Language Model-Aided Informative Query Rewriting	Oct 15, 2023	Conversational SearchLanguage Modeling	CodeCode Available	1
PaLI-3 Vision Language Models: Smaller, Faster, Stronger	Oct 13, 2023	Chart Question AnsweringCross-Modal Retrieval	CodeCode Available	1
Vision-by-Language for Training-Free Compositional Image Retrieval	Oct 13, 2023	Image RetrievalRetrieval	CodeCode Available	1
Fine-Tuning LLaMA for Multi-Stage Text Retrieval	Oct 12, 2023	Passage RetrievalRetrieval	CodeCode Available	1
Language Models are Universal Embedders	Oct 12, 2023	Code SearchLanguage Modeling	CodeCode Available	1
The Uncertainty-based Retrieval Framework for Ancient Chinese CWS and POS	Oct 12, 2023	Chinese Word SegmentationPart-Of-Speech Tagging	CodeCode Available	1
Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented Models	Oct 11, 2023	RetrievalText Generation	CodeCode Available	1
Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge Generators	Oct 11, 2023	Information RetrievalInformativeness	CodeCode Available	1

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All datasets Quora Question Pairs HotpotQA Natural Questions OK-VQA InfoSeek MVK Polyvore PubMedQA PubMedQA corpus with metadata ToolLens คลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	183.53	—	Unverified
2	Elasticsearch	Queries per second	21.8	—	Unverified
3	BM25-PT	Queries per second	6.49	—	Unverified
4	Rank-BM25	Queries per second	1.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	20.88	—	Unverified
2	Elasticsearch	Queries per second	7.11	—	Unverified
3	Rank-BM25	Queries per second	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	41.85	—	Unverified
2	Elasticsearch	Queries per second	12.16	—	Unverified
3	Rank-BM25	Queries per second	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FLMR	Recall@5	89.32	—	Unverified
2	RA-VQA	Recall@5	82.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PreFLMR	Recall@5	62.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP-KIS	text-to-video Mean Rank	30	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4Outfit	Recall@5	7.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COLT	COMP@	84.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hello	0L	1,121,222	—	Unverified