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 2081–2090 of 14297 papers

Title	Date	Tasks	Status	Hype
Sequential LLM Framework for Fashion Recommendation	Oct 15, 2024	Language ModelingLanguage Modelling	—Unverified	0
KITTEN: A Knowledge-Intensive Evaluation of Image Generation on Visual Entities	Oct 15, 2024	Image GenerationRetrieval	—Unverified	0
LoGS: Visual Localization via Gaussian Splatting with Fewer Training Images	Oct 15, 2024	Image RetrievalNovel View Synthesis	—Unverified	0
DynamicER: Resolving Emerging Mentions to Dynamic Entities for RAG	Oct 15, 2024	Entity LinkingRAG	CodeCode Available	0
Athena: Retrieval-augmented Legal Judgment Prediction with Large Language Models	Oct 15, 2024	Prompt EngineeringRAG	—Unverified	0
Retrieval Augmented Spelling Correction for E-Commerce Applications	Oct 15, 2024	Language ModelingLanguage Modelling	—Unverified	0
MultiVENT 2.0: A Massive Multilingual Benchmark for Event-Centric Video Retrieval	Oct 15, 2024	DescriptiveRetrieval	—Unverified	0
On Debiasing Text Embeddings Through Context Injection	Oct 14, 2024	Retrieval	—Unverified	0
Skill Learning Using Process Mining for Large Language Model Plan Generation	Oct 14, 2024	Decision MakingLanguage Modeling	—Unverified	0
MAIR: A Massive Benchmark for Evaluating Instructed Retrieval	Oct 14, 2024	Information RetrievalRe-Ranking	CodeCode Available	1

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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