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 2281–2290 of 14297 papers

Title	Date	Tasks	Status	Hype
Lessons Learned on Information Retrieval in Electronic Health Records: A Comparison of Embedding Models and Pooling Strategies	Sep 23, 2024	Information RetrievalRAG	—Unverified	0
Robust Training Objectives Improve Embedding-based Retrieval in Industrial Recommendation Systems	Sep 23, 2024	Recommendation SystemsRetrieval	—Unverified	0
RACOON: An LLM-based Framework for Retrieval-Augmented Column Type Annotation with a Knowledge Graph	Sep 22, 2024	Column Type AnnotationRetrieval	—Unverified	0
QMOS: Enhancing LLMs for Telecommunication with Question Masked loss and Option Shuffling	Sep 21, 2024	Multiple-choicePrompt Engineering	CodeCode Available	0
SMART-RAG: Selection using Determinantal Matrices for Augmented Retrieval	Sep 21, 2024	DiversityPoint Processes	—Unverified	0
AI Assistants for Spaceflight Procedures: Combining Generative Pre-Trained Transformer and Retrieval-Augmented Generation on Knowledge Graphs With Augmented Reality Cues	Sep 21, 2024	Knowledge GraphsRAG	—Unverified	0
MalMixer: Few-Shot Malware Classification with Retrieval-Augmented Semi-Supervised Learning	Sep 20, 2024	Data AugmentationMalware Classification	—Unverified	0
ShizishanGPT: An Agricultural Large Language Model Integrating Tools and Resources	Sep 20, 2024	Language ModelingLanguage Modelling	CodeCode Available	1
A Multimodal Dense Retrieval Approach for Speech-Based Open-Domain Question Answering	Sep 20, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
PLOT: Text-based Person Search with Part Slot Attention for Corresponding Part Discovery	Sep 20, 2024	Person SearchRetrieval	—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