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

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Showing 111–120 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
COS-Mix: Cosine Similarity and Distance Fusion for Improved Information Retrieval	Jun 2, 2024	Information RetrievalRAG	CodeCode Available	4	5
AnnoLLM: Making Large Language Models to Be Better Crowdsourced Annotators	Mar 29, 2023	Information RetrievalRetrieval	CodeCode Available	4	5
Panda-70M: Captioning 70M Videos with Multiple Cross-Modality Teachers	Feb 29, 2024	RetrievalText Retrieval	CodeCode Available	4	5
R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning	May 22, 2025	MemorizationRAG	CodeCode Available	4	5
RETSim: Resilient and Efficient Text Similarity	Nov 28, 2023	Adversarial TextClustering	CodeCode Available	4	5
Multi-Head RAG: Solving Multi-Aspect Problems with LLMs	Jun 7, 2024	BenchmarkingDecoder	CodeCode Available	3	5
MS MARCO Web Search: a Large-scale Information-rich Web Dataset with Millions of Real Click Labels	May 13, 2024	Information RetrievalRetrieval	CodeCode Available	3	5
MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries	Jan 27, 2024	BenchmarkingRAG	CodeCode Available	3	5
Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity	Mar 21, 2024	Question AnsweringRAG	CodeCode Available	3	5
RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework	Aug 2, 2024	BenchmarkingDataset Generation	CodeCode Available	3	5

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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