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 2331–2340 of 14297 papers

Title	Date	Tasks	Status	Hype
A Compressive Memory-based Retrieval Approach for Event Argument Extraction	Sep 14, 2024	DiversityEvent Argument Extraction	—Unverified	0
Evaluating Pre-trained Convolutional Neural Networks and Foundation Models as Feature Extractors for Content-based Medical Image Retrieval	Sep 14, 2024	Contrastive LearningImage Retrieval	CodeCode Available	4
Winning Solution For Meta KDD Cup' 24	Sep 13, 2024	HallucinationKnowledge Graphs	—Unverified	0
Electrocardiogram Report Generation and Question Answering via Retrieval-Augmented Self-Supervised Modeling	Sep 13, 2024	Decision MakingLanguage Modeling	—Unverified	0
LA-RAG:Enhancing LLM-based ASR Accuracy with Retrieval-Augmented Generation	Sep 13, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Optimizing Rare Word Accuracy in Direct Speech Translation with a Retrieval-and-Demonstration Approach	Sep 13, 2024	In-Context LearningRetrieval	CodeCode Available	0
Contri(e)ve: Context + Retrieve for Scholarly Question Answering	Sep 13, 2024	Information RetrievalKnowledge Graphs	—Unverified	0
Exploring Information Retrieval Landscapes: An Investigation of a Novel Evaluation Techniques and Comparative Document Splitting Methods	Sep 13, 2024	ArticlesInformation Retrieval	CodeCode Available	0
Retro-li: Small-Scale Retrieval Augmented Generation Supporting Noisy Similarity Searches and Domain Shift Generalization	Sep 12, 2024	Language ModelingLanguage Modelling	CodeCode Available	0
On the Vulnerability of Applying Retrieval-Augmented Generation within Knowledge-Intensive Application Domains	Sep 12, 2024	Adversarial RobustnessRAG	—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