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 3431–3440 of 14297 papers

Title	Date	Tasks	Status	Score
Large Language Models and Multimodal Retrieval for Visual Word Sense Disambiguation	Oct 21, 2023	Answer GenerationImage Retrieval	CodeCode Available	5
Large Language Model Augmented Narrative Driven Recommendations	Jun 4, 2023	Data AugmentationLanguage Modeling	CodeCode Available	5
DeepDiffusion: Unsupervised Learning of Retrieval-adapted Representations via Diffusion-based Ranking on Latent Feature Manifold	Dec 14, 2021	Retrieval	CodeCode Available	5
Deep Discrete Hashing with Self-supervised Pairwise Labels	Jul 7, 2017	Deep HashingGeneral Classification	CodeCode Available	5
Creating a silver standard for patent simplification	Oct 24, 2023	Information RetrievalRetrieval	CodeCode Available	5
CREATE: Cohort Retrieval Enhanced by Analysis of Text from Electronic Health Records using OMOP Common Data Model	Jan 22, 2019	Information RetrievalRetrieval	CodeCode Available	5
A Deep Architecture for Semantic Matching with Multiple Positional Sentence Representations	Nov 26, 2015	Information RetrievalQuestion Answering	CodeCode Available	5
MIHash: Online Hashing with Mutual Information	Mar 27, 2017	Image RetrievalRetrieval	CodeCode Available	5
A Modulation Module for Multi-task Learning with Applications in Image Retrieval	Jul 17, 2018	Image RetrievalMulti-Task Learning	CodeCode Available	5
LAReQA: Language-agnostic answer retrieval from a multilingual pool	Apr 11, 2020	Machine TranslationRetrieval	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