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 551–560 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows"	Sep 30, 2024	counterfactualHallucination	CodeCode Available	2	5
All You Need to Know About Training Image Retrieval Models	Mar 17, 2025	AllImage Retrieval	CodeCode Available	2	5
Duoduo CLIP: Efficient 3D Understanding with Multi-View Images	Jun 17, 2024	GPUObject	CodeCode Available	2	5
Fast Think-on-Graph: Wider, Deeper and Faster Reasoning of Large Language Model on Knowledge Graph	Jan 24, 2025	Community DetectionHallucination	CodeCode Available	2	5
Efficiently Learning at Test-Time: Active Fine-Tuning of LLMs	Oct 10, 2024	Active LearningLanguage Modeling	CodeCode Available	2	5
EraRAG: Efficient and Incremental Retrieval Augmented Generation for Growing Corpora	Jun 26, 2025	Graph ReconstructionRAG	CodeCode Available	2	5
Disentangling Memory and Reasoning Ability in Large Language Models	Nov 20, 2024	Decision MakingRetrieval	CodeCode Available	2	5
FLAIR: VLM with Fine-grained Language-informed Image Representations	Dec 4, 2024	Language ModelingLanguage Modelling	CodeCode Available	2	5
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information Retrieval	Jul 2, 2023	Biomedical Information RetrievalContrastive Learning	CodeCode Available	2	5
Distillation Enhanced Generative Retrieval	Feb 16, 2024	RetrievalText Retrieval	CodeCode Available	2	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