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 1971–1980 of 14297 papers

Title	Date	Tasks	Status	Hype
Geometric Feature Enhanced Knowledge Graph Embedding and Spatial Reasoning	Oct 24, 2024	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Retrieval-Augmented Diffusion Models for Time Series Forecasting	Oct 24, 2024	DenoisingRetrieval	CodeCode Available	2
Link, Synthesize, Retrieve: Universal Document Linking for Zero-Shot Information Retrieval	Oct 24, 2024	Information Retrievalnamed-entity-recognition	CodeCode Available	0
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations	Oct 24, 2024	Instruction FollowingQuestion Answering	CodeCode Available	1
Aggregated Knowledge Model: Enhancing Domain-Specific QA with Fine-Tuned and Retrieval-Augmented Generation Models	Oct 24, 2024	Question AnsweringRAG	—Unverified	0
Understanding Ranking LLMs: A Mechanistic Analysis for Information Retrieval	Oct 24, 2024	Information RetrievalPassage Reranking	—Unverified	0
ChatSearch: a Dataset and a Generative Retrieval Model for General Conversational Image Retrieval	Oct 24, 2024	Image RetrievalRetrieval	CodeCode Available	0
LongRAG: A Dual-Perspective Retrieval-Augmented Generation Paradigm for Long-Context Question Answering	Oct 23, 2024	ChunkingQuestion Answering	CodeCode Available	2
SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains	Oct 23, 2024	Domain AdaptationInstruction Following	—Unverified	0
Denoise-I2W: Mapping Images to Denoising Words for Accurate Zero-Shot Composed Image Retrieval	Oct 22, 2024	AttributeDenoising	CodeCode Available	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