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 4261–4270 of 14297 papers

Title	Date	Tasks	Status	Hype
GEAR-Up: Generative AI and External Knowledge-based Retrieval Upgrading Scholarly Article Searches for Systematic Reviews	Dec 15, 2023	ArticlesKnowledge Graphs	—Unverified	0
ReST meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent	Dec 15, 2023	Language ModelingLanguage Modelling	—Unverified	0
Explicitly Integrating Judgment Prediction with Legal Document Retrieval: A Law-Guided Generative Approach	Dec 15, 2023	PredictionRetrieval	CodeCode Available	1
Probing Pretrained Language Models with Hierarchy Properties	Dec 15, 2023	Hypernym DiscoveryInformation Retrieval	—Unverified	0
A Review of Repository Level Prompting for LLMs	Dec 15, 2023	Code CompletionCode Generation	—Unverified	0
Improving Biomedical Entity Linking with Retrieval-enhanced Learning	Dec 15, 2023	Contrastive LearningEntity Linking	CodeCode Available	0
Let All be Whitened: Multi-teacher Distillation for Efficient Visual Retrieval	Dec 15, 2023	AllImage Retrieval	CodeCode Available	1
WAVER: Writing-style Agnostic Text-Video Retrieval via Distilling Vision-Language Models Through Open-Vocabulary Knowledge	Dec 15, 2023	Information RetrievalKnowledge Distillation	CodeCode Available	0
Training-free Zero-shot Composed Image Retrieval with Local Concept Reranking	Dec 14, 2023	Image RetrievalReranking	—Unverified	0
WikiMuTe: A web-sourced dataset of semantic descriptions for music audio	Dec 14, 2023	ArticlesCross-Modal Retrieval	—Unverified	0

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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