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	Score
Learning to Break: Knowledge-Enhanced Reasoning in Multi-Agent Debate System	Dec 8, 2023	Retrieval	CodeCode Available	1	5
Circle Loss: A Unified Perspective of Pair Similarity Optimization	Feb 25, 2020	Face RecognitionFace Verification	CodeCode Available	1	5
Identity-Guided Human Semantic Parsing for Person Re-Identification	Jul 27, 2020	ClusteringHuman Parsing	CodeCode Available	1	5
I^3 Retriever: Incorporating Implicit Interaction in Pre-trained Language Models for Passage Retrieval	Jun 4, 2023	Knowledge DistillationPassage Retrieval	CodeCode Available	1	5
Citation-Enhanced Generation for LLM-based Chatbots	Feb 25, 2024	ChatbotCitation Prediction	CodeCode Available	1	5
Identical Image Retrieval using Deep Learning	May 10, 2022	Deep LearningImage Retrieval	CodeCode Available	1	5
IFCap: Image-like Retrieval and Frequency-based Entity Filtering for Zero-shot Captioning	Sep 26, 2024	Image CaptioningRetrieval	CodeCode Available	1	5
Image Generation Diversity Issues and How to Tame Them	Nov 25, 2024	DiversityImage Generation	CodeCode Available	1	5
A Platform for the Biomedical Application of Large Language Models	May 10, 2023	BenchmarkingPrivacy Preserving	CodeCode Available	1	5
ChiQA: A Large Scale Image-based Real-World Question Answering Dataset for Multi-Modal Understanding	Aug 5, 2022	Image RetrievalQuestion Answering	CodeCode Available	1	5

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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