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 1531–1540 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Decomposed Prompting: A Modular Approach for Solving Complex Tasks	Oct 5, 2022	Information RetrievalRetrieval	CodeCode Available	1	5
Finetune-RAG: Fine-Tuning Language Models to Resist Hallucination in Retrieval-Augmented Generation	May 16, 2025	HallucinationRAG	CodeCode Available	1	5
Text Proxy: Decomposing Retrieval from a 1-to-N Relationship into N 1-to-1 Relationships for Text-Video Retrieval	Oct 9, 2024	RetrievalText Retrieval	CodeCode Available	1	5
audioLIME: Listenable Explanations Using Source Separation	Aug 2, 2020	Information RetrievalMusic Information Retrieval	CodeCode Available	1	5
Fine-Tuning LLaMA for Multi-Stage Text Retrieval	Oct 12, 2023	Passage RetrievalRetrieval	CodeCode Available	1	5
Enhancing Recipe Retrieval with Foundation Models: A Data Augmentation Perspective	Dec 8, 2023	Cross-Modal RetrievalData Augmentation	CodeCode Available	1	5
Audio Retrieval with Natural Language Queries: A Benchmark Study	Dec 17, 2021	AudioCapsAudio captioning	CodeCode Available	1	5
Audio Retrieval with WavText5K and CLAP Training	Sep 28, 2022	AudioCapsAudio captioning	CodeCode Available	1	5
Aggretriever: A Simple Approach to Aggregate Textual Representations for Robust Dense Passage Retrieval	Jul 31, 2022	Knowledge DistillationLanguage Modeling	CodeCode Available	1	5
CascadER: Cross-Modal Cascading for Knowledge Graph Link Prediction	May 16, 2022	Information RetrievalKnowledge Graph Embeddings	CodeCode Available	1	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