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 3971–3980 of 14297 papers

Title	Date	Tasks	Status	Score
InstUPR : Instruction-based Unsupervised Passage Reranking with Large Language Models	Mar 25, 2024	Instruction FollowingPassage Reranking	CodeCode Available	5
Integrating Semantics and Neighborhood Information with Graph-Driven Generative Models for Document Retrieval	May 27, 2021	Information RetrievalRetrieval	CodeCode Available	5
QMOS: Enhancing LLMs for Telecommunication with Question Masked loss and Option Shuffling	Sep 21, 2024	Multiple-choicePrompt Engineering	CodeCode Available	5
Interpretable Natural Language Segmentation Based on Link Grammar	Nov 14, 2020	Question AnsweringRetrieval	CodeCode Available	5
A Survey for Biomedical Text Summarization: From Pre-trained to Large Language Models	Apr 18, 2023	Information RetrievalLanguage Modelling	CodeCode Available	5
InRanker: Distilled Rankers for Zero-shot Information Retrieval	Jan 12, 2024	Information RetrievalLanguage Modeling	CodeCode Available	5
INSPIRED2: An Improved Dataset for Sociable Conversational Recommendation	Aug 8, 2022	Conversational RecommendationRecommendation Systems	CodeCode Available	5
InPars-Light: Cost-Effective Unsupervised Training of Efficient Rankers	Jan 8, 2023	Language ModellingRe-Ranking	CodeCode Available	5
InLoc: Indoor Visual Localization with Dense Matching and View Synthesis	Mar 28, 2018	Indoor LocalizationPose Estimation	CodeCode Available	5
Alignment Analysis of Sequential Segmentation of Lexicons to Improve Automatic Cognate Detection	Nov 20, 2018	General ClassificationInformation Retrieval	CodeCode Available	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