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 1961–1970 of 14297 papers

Title	Date	Tasks	Status	Hype
Quam: Adaptive Retrieval through Query Affinity Modelling	Oct 26, 2024	Information RetrievalRe-Ranking	CodeCode Available	0
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers	Oct 26, 2024	Information RetrievalRetrieval	CodeCode Available	1
Mask-based Membership Inference Attacks for Retrieval-Augmented Generation	Oct 26, 2024	RAGRetrieval	—Unverified	0
GiVE: Guiding Visual Encoder to Perceive Overlooked Information	Oct 26, 2024	ObjectQuestion Answering	—Unverified	0
pEBR: A Probabilistic Approach to Embedding Based Retrieval	Oct 25, 2024	Retrieval	—Unverified	0
Two are better than one: Context window extension with multi-grained self-injection	Oct 25, 2024	DecoderInformation Retrieval	CodeCode Available	0
AGENT-CQ: Automatic Generation and Evaluation of Clarifying Questions for Conversational Search with LLMs	Oct 25, 2024	Conversational SearchRetrieval	—Unverified	0
Taxonomy-guided Semantic Indexing for Academic Paper Search	Oct 25, 2024	Retrieval	—Unverified	0
ChunkRAG: Novel LLM-Chunk Filtering Method for RAG Systems	Oct 25, 2024	ChunkingFact Checking	—Unverified	0
Retrieving Implicit and Explicit Emotional Events Using Large Language Models	Oct 24, 2024	DiversityRetrieval	—Unverified	0

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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