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

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Showing 181–190 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Any Information Is Just Worth One Single Screenshot: Unifying Search With Visualized Information Retrieval	Feb 17, 2025	Information RetrievalRetrieval	CodeCode Available	3	5
DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation Models	Feb 8, 2022	DiagnosticImage Captioning	CodeCode Available	3	5
BERGEN: A Benchmarking Library for Retrieval-Augmented Generation	Jul 1, 2024	BenchmarkingRAG	CodeCode Available	3	5
Graph Retrieval-Augmented Generation: A Survey	Aug 15, 2024	HallucinationRAG	CodeCode Available	3	5
GRAG: Graph Retrieval-Augmented Generation	May 26, 2024	Entity RetrievalKnowledge Graphs	CodeCode Available	3	5
Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent	Nov 5, 2024	BenchmarkingHallucination	CodeCode Available	3	5
GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning	May 30, 2024	Graph Question AnsweringKnowledge Graphs	CodeCode Available	3	5
GFM-RAG: Graph Foundation Model for Retrieval Augmented Generation	Feb 3, 2025	Graph Neural NetworkKnowledge Graphs	CodeCode Available	3	5
Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models	May 5, 2025	Policy Gradient MethodsRAG	CodeCode Available	3	5
AutoSurvey: Large Language Models Can Automatically Write Surveys	Jun 10, 2024	RetrievalSurvey	CodeCode Available	3	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