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 561–570 of 14297 papers

Title	Date	Tasks	Status
Can LLMs reason over extended multilingual contexts? Towards long-context evaluation beyond retrieval and haystacks	Apr 17, 2025	Epistemic ReasoningLarge Language Model	CodeCode Available
Validating LLM-Generated Relevance Labels for Educational Resource Search	Apr 17, 2025	Information RetrievalRetrieval	—Unverified
ACoRN: Noise-Robust Abstractive Compression in Retrieval-Augmented Language Models	Apr 17, 2025	Data AugmentationRAG	—Unverified
InstructRAG: Leveraging Retrieval-Augmented Generation on Instruction Graphs for LLM-Based Task Planning	Apr 17, 2025	Meta-LearningMeta Reinforcement Learning	—Unverified
FreshStack: Building Realistic Benchmarks for Evaluating Retrieval on Technical Documents	Apr 17, 2025	Information RetrievalRAG	—Unverified
Aspect-Based Summarization with Self-Aspect Retrieval Enhanced Generation	Apr 17, 2025	HallucinationIn-Context Learning	—Unverified
Prototypes are Balanced Units for Efficient and Effective Partially Relevant Video Retrieval	Apr 17, 2025	Partially Relevant Video RetrievalRetrieval	—Unverified
SemCORE: A Semantic-Enhanced Generative Cross-Modal Retrieval Framework with MLLMs	Apr 17, 2025	Cross-Modal RetrievalImage Retrieval	—Unverified
Estimating Optimal Context Length for Hybrid Retrieval-augmented Multi-document Summarization	Apr 17, 2025	Document SummarizationMulti-Document Summarization	CodeCode Available
Learning Compatible Multi-Prize Subnetworks for Asymmetric Retrieval	Apr 16, 2025	Retrieval	CodeCode Available

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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