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 1611–1620 of 14297 papers

Title	Date	Tasks	Status	Hype
Image Retrieval Methods in the Dissimilarity Space	Dec 11, 2024	Binary ClassificationImage Retrieval	—Unverified	0
RALI@TREC iKAT 2024: Achieving Personalization via Retrieval Fusion in Conversational Search	Dec 11, 2024	Conversational SearchRetrieval	—Unverified	0
Generative Semantic Communication: Architectures, Technologies, and Applications	Dec 11, 2024	RetrievalSemantic Communication	—Unverified	0
BEIR-NL: Zero-shot Information Retrieval Benchmark for the Dutch Language	Dec 11, 2024	Information RetrievalReranking	—Unverified	0
Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting	Dec 11, 2024	DiversityInformation Retrieval	—Unverified	0
Bridging Relevance and Reasoning: Rationale Distillation in Retrieval-Augmented Generation	Dec 11, 2024	RAGRetrieval	—Unverified	0
Barking Up The Syntactic Tree: Enhancing VLM Training with Syntactic Losses	Dec 11, 2024	Image-text RetrievalQuestion Answering	—Unverified	0
IMPACT: A Large-scale Integrated Multimodal Patent Analysis and Creation Dataset for Design Patents	Dec 10, 2024	Cross-Modal RetrievalImage Classification	CodeCode Available	1
RAG-based Question Answering over Heterogeneous Data and Text	Dec 10, 2024	Answer GenerationKnowledge Graphs	—Unverified	0
Bilingual BSARD: Extending Statutory Article Retrieval to Dutch	Dec 10, 2024	ArticlesBenchmarking	CodeCode Available	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