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 4291–4300 of 14297 papers

Title	Date	Tasks	Status	Score
ICSVR: Investigating Compositional and Syntactic Understanding in Video Retrieval Models	Jun 28, 2023	RetrievalVideo Retrieval	CodeCode Available	5
A Hybrid Approach to Information Retrieval and Answer Generation for Regulatory Texts	Feb 24, 2025	Answer GenerationInformation Retrieval	CodeCode Available	5
IDEAL: Independent Domain Embedding Augmentation Learning	May 21, 2021	Image RetrievalMetric Learning	CodeCode Available	5
If the Sources Could Talk: Evaluating Large Language Models for Research Assistance in History	Oct 16, 2023	Question AnsweringRetrieval	CodeCode Available	5
Illusions of Relevance: Using Content Injection Attacks to Deceive Retrievers, Rerankers, and LLM Judges	Jan 30, 2025	Information RetrievalLarge Language Model	CodeCode Available	5
I can listen but cannot read: An evaluation of two-tower multimodal systems for instrument recognition	Jul 25, 2024	Instrument RecognitionRetrieval	CodeCode Available	5
iART: A Search Engine for Art-Historical Images to Support Research in the Humanities	Aug 3, 2021	ClusteringContent-Based Image Retrieval	CodeCode Available	5
ICDAR 2019 Competition on Image Retrieval for Historical Handwritten Documents	Dec 8, 2019	Image RetrievalRetrieval	CodeCode Available	5
ICECAP: Information Concentrated Entity-aware Image Captioning	Aug 4, 2021	ArticlesImage Captioning	CodeCode Available	5
Long-context Language Models Cannot Retrieve Without Sufficient Steps	Oct 6, 2024	Retrieval	CodeCode Available	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