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 2911–2920 of 14297 papers

Title	Date	Tasks	Status	Hype
An All-MLP Sequence Modeling Architecture That Excels at Copying	Jun 23, 2024	AllRelation	CodeCode Available	0
FS-RAG: A Frame Semantics Based Approach for Improved Factual Accuracy in Large Language Models	Jun 23, 2024	RAGRetrieval	CodeCode Available	0
Database-Augmented Query Representation for Information Retrieval	Jun 23, 2024	Information RetrievalRetrieval	—Unverified	0
Preference Tuning For Toxicity Mitigation Generalizes Across Languages	Jun 23, 2024	RetrievalSentence	CodeCode Available	1
Multi-Scale Temporal Difference Transformer for Video-Text Retrieval	Jun 23, 2024	RetrievalText Retrieval	—Unverified	0
Fusing Audio and Metadata Embeddings Improves Language-based Audio Retrieval	Jun 22, 2024	AudioCapsRetrieval	—Unverified	0
Multi-Granularity and Multi-modal Feature Interaction Approach for Text Video Retrieval	Jun 21, 2024	RetrievalSentence	—Unverified	0
A Survey of Retrieval Algorithms in Ad and Content Recommendation Systems	Jun 21, 2024	Recommendation SystemsRetrieval	—Unverified	0
Pistis-RAG: Enhancing Retrieval-Augmented Generation with Human Feedback	Jun 21, 2024	Information RetrievalLearning-To-Rank	—Unverified	0
CARE: a Benchmark Suite for the Classification and Retrieval of Enzymes	Jun 21, 2024	ClassificationOut-of-Distribution Generalization	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