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 4451–4460 of 14297 papers

Title	Date	Tasks	Status	Hype
Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models	Nov 15, 2023	HallucinationRetrieval	—Unverified	0
Can MusicGen Create Training Data for MIR Tasks?	Nov 15, 2023	Information RetrievalMusic Information Retrieval	—Unverified	0
Ever: Mitigating Hallucination in Large Language Models through Real-Time Verification and Rectification	Nov 15, 2023	HallucinationRetrieval	CodeCode Available	0
Never Lost in the Middle: Mastering Long-Context Question Answering with Position-Agnostic Decompositional Training	Nov 15, 2023	Passage RetrievalPosition	CodeCode Available	2
Summarization-Based Document IDs for Generative Retrieval with Language Models	Nov 14, 2023	ArticlesLanguage Modeling	CodeCode Available	0
Sinkhorn Transformations for Single-Query Postprocessing in Text-Video Retrieval	Nov 14, 2023	RetrievalVideo Retrieval	—Unverified	0
Text Retrieval with Multi-Stage Re-Ranking Models	Nov 14, 2023	Language ModelingLanguage Modelling	CodeCode Available	0
Asking More Informative Questions for Grounded Retrieval	Nov 14, 2023	Question AnsweringQuestion Selection	—Unverified	0
Predicting Text Preference Via Structured Comparative Reasoning	Nov 14, 2023	HallucinationRetrieval	—Unverified	0
ChoralSynth: Synthetic Dataset of Choral Singing	Nov 14, 2023	Information RetrievalMusic Information Retrieval	CodeCode Available	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