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 2201–2210 of 14297 papers

Title	Date	Tasks	Status	Hype
Streamlining Conformal Information Retrieval via Score Refinement	Oct 3, 2024	Conformal PredictionInformation Retrieval	—Unverified	0
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML	Oct 3, 2024	AutoMLCode Generation	CodeCode Available	2
Adversarial Decoding: Generating Readable Documents for Adversarial Objectives	Oct 3, 2024	Adversarial TextRAG	CodeCode Available	1
Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers	Oct 3, 2024	Information RetrievalRe-Ranking	—Unverified	0
GraphIC: A Graph-Based In-Context Example Retrieval Model for Multi-Step Reasoning	Oct 3, 2024	Code GenerationIn-Context Learning	—Unverified	0
Task-free Lifelong Robot Learning with Retrieval-based Weighted Local Adaptation	Oct 3, 2024	Lifelong learningRetrieval	—Unverified	0
UncertaintyRAG: Span-Level Uncertainty Enhanced Long-Context Modeling for Retrieval-Augmented Generation	Oct 3, 2024	ChunkingLanguage Modeling	—Unverified	0
Intrinsic Evaluation of RAG Systems for Deep-Logic Questions	Oct 3, 2024	RAGRetrieval	—Unverified	0
Unified Multimodal Interleaved Document Representation for Retrieval	Oct 3, 2024	Information RetrievalReranking	—Unverified	0
Contextual Document Embeddings	Oct 3, 2024	Contrastive LearningDocument Embedding	—Unverified	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