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 3101–3110 of 14297 papers

Title	Date	Tasks	Status	Hype
VISTA: Visualized Text Embedding For Universal Multi-Modal Retrieval	Jun 6, 2024	Image RetrievalRetrieval	—Unverified	0
XL-HeadTags: Leveraging Multimodal Retrieval Augmentation for the Multilingual Generation of News Headlines and Tags	Jun 6, 2024	ArticlesHeadline Generation	CodeCode Available	0
Synthetic Programming Elicitation for Text-to-Code in Very Low-Resource Programming and Formal Languages	Jun 5, 2024	Instruction FollowingRetrieval	CodeCode Available	0
Npix2Cpix: A GAN-Based Image-to-Image Translation Network With Retrieval- Classification Integration for Watermark Retrieval From Historical Document Images	Jun 5, 2024	Generative Adversarial NetworkImage-to-Image Translation	—Unverified	0
Measuring Retrieval Complexity in Question Answering Systems	Jun 5, 2024	Question AnsweringRetrieval	—Unverified	0
Towards Detecting LLMs Hallucination via Markov Chain-based Multi-agent Debate Framework	Jun 5, 2024	Fact CheckingHallucination	—Unverified	0
Document-level Claim Extraction and Decontextualisation for Fact-Checking	Jun 5, 2024	Extractive SummarizationFact Checking	CodeCode Available	1
DREW : Towards Robust Data Provenance by Leveraging Error-Controlled Watermarking	Jun 5, 2024	Retrieval	CodeCode Available	0
Exploring User Retrieval Integration towards Large Language Models for Cross-Domain Sequential Recommendation	Jun 5, 2024	Contrastive LearningLanguage Modelling	CodeCode Available	0
Interactive Text-to-Image Retrieval with Large Language Models: A Plug-and-Play Approach	Jun 5, 2024	Image RetrievalInstruction Following	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