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 4271–4280 of 14297 papers

Title	Date	Tasks	Status
Training-free Zero-shot Composed Image Retrieval with Local Concept Reranking	Dec 14, 2023	Image RetrievalReranking	—Unverified
FrameFinder: Explorative Multi-Perspective Framing Extraction from News Headlines	Dec 14, 2023	ArticlesRetrieval	CodeCode Available
Towards Verifiable Text Generation with Evolving Memory and Self-Reflection	Dec 14, 2023	HallucinationRetrieval	—Unverified
Class-Wise Buffer Management for Incremental Object Detection: An Effective Buffer Training Strategy	Dec 14, 2023	class-incremental learningClass Incremental Learning	—Unverified
CL2CM: Improving Cross-Lingual Cross-Modal Retrieval via Cross-Lingual Knowledge Transfer	Dec 14, 2023	Cross-Lingual TransferCross-Modal Retrieval	—Unverified
CartoMark: a benchmark dataset for map pattern recognition and 1 map content retrieval with machine intelligence	Dec 14, 2023	RetrievalScene Classification	—Unverified
WikiMuTe: A web-sourced dataset of semantic descriptions for music audio	Dec 14, 2023	ArticlesCross-Modal Retrieval	—Unverified
Advancements in Content-Based Image Retrieval: A Comprehensive Survey of Relevance Feedback Techniques	Dec 13, 2023	Active LearningContent-Based Image Retrieval	—Unverified
Look Before You Leap: A Universal Emergent Decomposition of Retrieval Tasks in Language Models	Dec 13, 2023	AttributeQuestion Answering	CodeCode Available
Occupancy Detection Based on Electricity Consumption	Dec 13, 2023	Change Point DetectionRetrieval	—Unverified

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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