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 2221–2230 of 14297 papers

Title	Date	Tasks	Status	Hype
Recursive Abstractive Processing for Retrieval in Dynamic Datasets	Oct 2, 2024	ClusteringRetrieval	—Unverified	0
Open-RAG: Enhanced Retrieval-Augmented Reasoning with Open-Source Large Language Models	Oct 2, 2024	Mixture-of-ExpertsNavigate	CodeCode Available	2
Elaborative Subtopic Query Reformulation for Broad and Indirect Queries in Travel Destination Recommendation	Oct 2, 2024	Language ModelingLanguage Modelling	CodeCode Available	0
Classifying Peace in Global Media Using RAG and Intergroup Reciprocity	Oct 1, 2024	ArticlesRAG	—Unverified	0
Optimizing and Evaluating Enterprise Retrieval-Augmented Generation (RAG): A Content Design Perspective	Oct 1, 2024	Question AnsweringRAG	CodeCode Available	0
Quantifying reliance on external information over parametric knowledge during Retrieval Augmented Generation (RAG) using mechanistic analysis	Oct 1, 2024	Information RetrievalLanguage Modeling	—Unverified	0
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows"	Sep 30, 2024	counterfactualHallucination	CodeCode Available	2
Multimodal LLM Enhanced Cross-lingual Cross-modal Retrieval	Sep 30, 2024	Cross-Modal RetrievalLarge Language Model	CodeCode Available	0
TokenBinder: Text-Video Retrieval with One-to-Many Alignment Paradigm	Sep 30, 2024	RetrievalVideo Retrieval	CodeCode Available	0
QAEncoder: Towards Aligned Representation Learning in Question Answering System	Sep 30, 2024	Document EmbeddingQuestion Answering	CodeCode Available	2

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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