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 841–850 of 14297 papers

Title	Date	Tasks	Status	Hype
Relevance Isn't All You Need: Scaling RAG Systems With Inference-Time Compute Via Multi-Criteria Reranking	Mar 14, 2025	AllLarge Language Model	CodeCode Available	14
AIstorian lets AI be a historian: A KG-powered multi-agent system for accurate biography generation	Mar 14, 2025	Abstractive Text SummarizationChunking	CodeCode Available	0
L2RSI: Cross-view LiDAR-based Place Recognition for Large-scale Urban Scenes via Remote Sensing Imagery	Mar 14, 2025	Cross-modal place recognitionRetrieval	—Unverified	0
Agent-Enhanced Large Language Models for Researching Political Institutions	Mar 14, 2025	Document SummarizationInformation Retrieval	CodeCode Available	0
FG-RAG: Enhancing Query-Focused Summarization with Context-Aware Fine-Grained Graph RAG	Mar 13, 2025	DiversityQuery-focused Summarization	CodeCode Available	0
AttentionRAG: Attention-Guided Context Pruning in Retrieval-Augmented Generation	Mar 13, 2025	RAGRetrieval	—Unverified	0
NeighborRetr: Balancing Hub Centrality in Cross-Modal Retrieval	Mar 13, 2025	Cross-Modal RetrievalRetrieval	CodeCode Available	0
LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents	Mar 13, 2025	Computational EfficiencyOptical Character Recognition (OCR)	—Unverified	0
StableFusion: Continual Video Retrieval via Frame Adaptation	Mar 13, 2025	Continual LearningMixture-of-Experts	CodeCode Available	1
Retrieval-Augmented Generation with Hierarchical Knowledge	Mar 13, 2025	Multi-hop Question AnsweringQuestion Answering	CodeCode Available	4

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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