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 621–630 of 14297 papers

Title	Date	Tasks	Status	Hype
Visualized Text-to-Image Retrieval	May 26, 2025	Image RetrievalQuestion Answering	CodeCode Available	1
Rethinking Text-based Protein Understanding: Retrieval or LLM?	May 26, 2025	RetrievalText Generation	CodeCode Available	1
KnowTrace: Bootstrapping Iterative Retrieval-Augmented Generation with Structured Knowledge Tracing	May 26, 2025	Knowledge TracingMulti-hop Question Answering	CodeCode Available	1
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval	May 25, 2025	Information RetrievalRAG	CodeCode Available	1
Optimized Text Embedding Models and Benchmarks for Amharic Passage Retrieval	May 25, 2025	Passage RetrievalRetrieval	CodeCode Available	1
GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal Synthesis	May 24, 2025	RAGRetrieval	CodeCode Available	1
AcuRank: Uncertainty-Aware Adaptive Computation for Listwise Reranking	May 24, 2025	RerankingRetrieval	CodeCode Available	1
Removal of Hallucination on Hallucination: Debate-Augmented RAG	May 24, 2025	HallucinationRAG	CodeCode Available	1
MetaGen Blended RAG: Higher Accuracy for Domain-Specific Q&A Without Fine-Tuning	May 23, 2025	Few-Shot LearningQuestion Answering	CodeCode Available	1
RaDeR: Reasoning-aware Dense Retrieval Models	May 23, 2025	MathMathematical Problem-Solving	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