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

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Showing 271–280 of 14297 papers

Title	Date	Tasks	Status	Hype
Generalized Contrastive Learning for Multi-Modal Retrieval and Ranking	Apr 12, 2024	Contrastive LearningRetrieval	CodeCode Available	2
GENIUS: A Generative Framework for Universal Multimodal Search	Mar 25, 2025	Information RetrievalQuantization	CodeCode Available	2
VeCLIP: Improving CLIP Training via Visual-enriched Captions	Oct 11, 2023	Image-text RetrievalRetrieval	CodeCode Available	2
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions	Nov 9, 2023	HallucinationInformation Retrieval	CodeCode Available	2
A Survey of Personalization: From RAG to Agent	Apr 14, 2025	RAGRetrieval	CodeCode Available	2
RGL: A Graph-Centric, Modular Framework for Efficient Retrieval-Augmented Generation on Graphs	Mar 25, 2025	Abstract generation	CodeCode Available	2
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval	Mar 7, 2025	Information RetrievalLanguage Modeling	CodeCode Available	2
FreshDiskANN: A Fast and Accurate Graph-Based ANN Index for Streaming Similarity Search	May 20, 2021	Information RetrievalRetrieval	CodeCode Available	2
Improving Medical Reasoning through Retrieval and Self-Reflection with Retrieval-Augmented Large Language Models	Jan 27, 2024	Medical Question AnsweringMultiple-choice	CodeCode Available	2
Learning Dense Representations of Phrases at Scale	Dec 23, 2020	Open-Domain Question AnsweringQuestion Answering	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