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 271–280 of 14297 papers

Title	Date	Tasks	Status	Hype
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval	Dec 15, 2024	Image RetrievalRetrieval	CodeCode Available	2
Retrieving Semantics from the Deep: an RAG Solution for Gesture Synthesis	Dec 9, 2024	Gesture GenerationRAG	CodeCode Available	2
FLAIR: VLM with Fine-grained Language-informed Image Representations	Dec 4, 2024	Language ModelingLanguage Modelling	CodeCode Available	2
OCR Hinders RAG: Evaluating the Cascading Impact of OCR on Retrieval-Augmented Generation	Dec 3, 2024	Optical Character RecognitionOptical Character Recognition (OCR)	CodeCode Available	2
LamRA: Large Multimodal Model as Your Advanced Retrieval Assistant	Dec 2, 2024	Contrastive LearningInformation Retrieval	CodeCode Available	2
CoRNStack: High-Quality Contrastive Data for Better Code Retrieval and Reranking	Dec 1, 2024	Bug fixingCode Generation	CodeCode Available	2
AudioSetCaps: An Enriched Audio-Caption Dataset using Automated Generation Pipeline with Large Audio and Language Models	Nov 28, 2024	Audio captioningAudio to Text Retrieval	CodeCode Available	2
Path-RAG: Knowledge-Guided Key Region Retrieval for Open-ended Pathology Visual Question Answering	Nov 26, 2024	PrognosisQuestion Answering	CodeCode Available	2
Multi-Reranker: Maximizing performance of retrieval-augmented generation in the FinanceRAG challenge	Nov 23, 2024	RAGRetrieval	CodeCode Available	2
Disentangling Memory and Reasoning Ability in Large Language Models	Nov 20, 2024	Decision MakingRetrieval	CodeCode Available	2

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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