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 1591–1600 of 14297 papers

Title	Date	Tasks	Status	Hype
VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation	Dec 14, 2024	Question AnsweringRAG	—Unverified	0
Quantifying Positional Biases in Text Embedding Models	Dec 13, 2024	Information RetrievalPosition	CodeCode Available	0
Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems	Dec 13, 2024	Answer GenerationConversational Question Answering	—Unverified	0
MST-R: Multi-Stage Tuning for Retrieval Systems and Metric Evaluation	Dec 13, 2024	Retrieval	CodeCode Available	0
Retrieval-Augmented Semantic Parsing: Using Large Language Models to Improve Generalization	Dec 13, 2024	DecoderRetrieval	—Unverified	0
Static Pruning in Dense Retrieval using Matrix Decomposition	Dec 13, 2024	Retrieval	—Unverified	0
SCBench: A KV Cache-Centric Analysis of Long-Context Methods	Dec 13, 2024	MambaQuantization	CodeCode Available	5
VLR-Bench: Multilingual Benchmark Dataset for Vision-Language Retrieval Augmented Generation	Dec 13, 2024	Instruction FollowingQuestion Answering	—Unverified	0
RETQA: A Large-Scale Open-Domain Tabular Question Answering Dataset for Real Estate Sector	Dec 13, 2024	In-Context LearningQuestion Answering	CodeCode Available	1
OG-RAG: Ontology-Grounded Retrieval-Augmented Generation For Large Language Models	Dec 12, 2024	Question AnsweringRAG	—Unverified	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