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 331–340 of 14297 papers

Title	Date	Tasks	Status	Hype
HM-RAG: Hierarchical Multi-Agent Multimodal Retrieval Augmented Generation	Apr 13, 2025	Multimodal ReasoningRAG	CodeCode Available	2
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions	Dec 20, 2022	HallucinationQuestion Answering	CodeCode Available	2
Generalized Contrastive Learning for Multi-Modal Retrieval and Ranking	Apr 12, 2024	Contrastive LearningRetrieval	CodeCode Available	2
Generating Benchmarks for Factuality Evaluation of Language Models	Jul 13, 2023	Language ModelingLanguage Modelling	CodeCode Available	2
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents	Jul 5, 2024	Decision MakingMulti-hop Question Answering	CodeCode Available	2
EVOR: Evolving Retrieval for Code Generation	Feb 19, 2024	Code GenerationRAG	CodeCode Available	2
Contrastive language and vision learning of general fashion concepts	Apr 8, 2022	Contrastive LearningRetrieval	CodeCode Available	2
GiantMIDI-Piano: A large-scale MIDI dataset for classical piano music	Oct 11, 2020	Information RetrievalMusic Information Retrieval	CodeCode Available	2
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys)	Mar 31, 2024	Collaborative FilteringRecommendation Systems	CodeCode Available	2
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation	May 23, 2023	FormLanguage Modelling	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