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 81–90 of 14297 papers

Title	Date	Tasks	Status	Hype
DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads	Oct 14, 2024	GPUQuantization	CodeCode Available	4
VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents	Oct 14, 2024	RAGRetrieval	CodeCode Available	4
Evaluating Pre-trained Convolutional Neural Networks and Foundation Models as Feature Extractors for Content-based Medical Image Retrieval	Sep 14, 2024	Contrastive LearningImage Retrieval	CodeCode Available	4
Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation	Aug 8, 2024	ChunkingFact Checking	CodeCode Available	4
Improving Retrieval-Augmented Generation in Medicine with Iterative Follow-up Questions	Aug 1, 2024	Medical Question AnsweringMedQA	CodeCode Available	4
Goldfish: Vision-Language Understanding of Arbitrarily Long Videos	Jul 17, 2024	RetrievalVideo Understanding	CodeCode Available	4
Halu-J: Critique-Based Hallucination Judge	Jul 17, 2024	Evidence SelectionHallucination	CodeCode Available	4
Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling	Jun 11, 2024	4kLanguage Modeling	CodeCode Available	4
COS-Mix: Cosine Similarity and Distance Fusion for Improved Information Retrieval	Jun 2, 2024	Information RetrievalRAG	CodeCode Available	4
Leave No Context Behind: Efficient Infinite Context Transformers with Infini-attention	Apr 10, 2024	Book summarizationLanguage Modeling	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