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 1051–1060 of 14297 papers

Title	Date	Tasks	Status	Hype
Evaluating Sakana's AI Scientist for Autonomous Research: Wishful Thinking or an Emerging Reality Towards 'Artificial Research Intelligence' (ARI)?	Feb 20, 2025	Information RetrievalRetrieval	—Unverified	0
From RAG to Memory: Non-Parametric Continual Learning for Large Language Models	Feb 20, 2025	Continual LearningKnowledge Graphs	CodeCode Available	7
Retrieval-Augmented Process Reward Model for Generalizable Mathematical Reasoning	Feb 20, 2025	Mathematical ReasoningRetrieval	—Unverified	0
A Multi-Agent Perspective on Modern Information Retrieval	Feb 20, 2025	Information RetrievalRetrieval	—Unverified	0
Benchmarking Multimodal RAG through a Chart-based Document Question-Answering Generation Framework	Feb 20, 2025	BenchmarkingQuestion Answering	CodeCode Available	0
On the Influence of Context Size and Model Choice in Retrieval-Augmented Generation Systems	Feb 20, 2025	Long Form Question AnsweringQuestion Answering	CodeCode Available	0
A Survey of Model Architectures in Information Retrieval	Feb 20, 2025	Information Retrievalmodel	—Unverified	0
FIND: Fine-grained Information Density Guided Adaptive Retrieval-Augmented Generation for Disease Diagnosis	Feb 20, 2025	RAGRetrieval	—Unverified	0
WavRAG: Audio-Integrated Retrieval Augmented Generation for Spoken Dialogue Models	Feb 20, 2025	Automatic Speech RecognitionRAG	—Unverified	0
Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering	Feb 20, 2025	Answer GenerationMulti-hop Question Answering	—Unverified	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