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 1401–1410 of 14297 papers

Title	Date	Tasks	Status	Hype
Complex Claim Verification with Evidence Retrieved in the Wild	May 19, 2023	Claim VerificationFact Checking	CodeCode Available	1
ReGen: Zero-Shot Text Classification via Training Data Generation with Progressive Dense Retrieval	May 18, 2023	DescriptiveRetrieval	CodeCode Available	1
The Web Can Be Your Oyster for Improving Large Language Models	May 18, 2023	RetrievalWorld Knowledge	CodeCode Available	1
Seq-HGNN: Learning Sequential Node Representation on Heterogeneous Graph	May 18, 2023	Graph Neural NetworkInformation Retrieval	CodeCode Available	1
Query Performance Prediction: From Ad-hoc to Conversational Search	May 18, 2023	Conversational SearchInformation Retrieval	CodeCode Available	1
Knowledge Card: Filling LLMs' Knowledge Gaps with Plug-in Specialized Language Models	May 17, 2023	Retrieval	CodeCode Available	1
Large Language Models are Built-in Autoregressive Search Engines	May 16, 2023	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	1
RL4F: Generating Natural Language Feedback with Reinforcement Learning for Repairing Model Outputs	May 15, 2023	reinforcement-learningRetrieval	CodeCode Available	1
A Reproducible Extraction of Training Images from Diffusion Models	May 15, 2023	Retrieval	CodeCode Available	1
Synergistic Interplay between Search and Large Language Models for Information Retrieval	May 12, 2023	Information RetrievalRetrieval	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