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 2121–2130 of 14297 papers

Title	Date	Tasks	Status	Hype
RoRA-VLM: Robust Retrieval-Augmented Vision Language Models	Oct 11, 2024	Retrieval	—Unverified	0
RePD: Defending Jailbreak Attack through a Retrieval-based Prompt Decomposition Process	Oct 11, 2024	One-Shot LearningRetrieval	—Unverified	0
Retrieving Contextual Information for Long-Form Question Answering using Weak Supervision	Oct 11, 2024	FormLong Form Question Answering	—Unverified	0
GIVE: Structured Reasoning with Knowledge Graph Inspired Veracity Extrapolation	Oct 11, 2024	Knowledge GraphsResponse Generation	—Unverified	0
VERIFIED: A Video Corpus Moment Retrieval Benchmark for Fine-Grained Video Understanding	Oct 11, 2024	HallucinationMoment Retrieval	CodeCode Available	1
MedMobile: A mobile-sized language model with expert-level clinical capabilities	Oct 11, 2024	Language ModelingLanguage Modelling	CodeCode Available	0
Retriever-and-Memory: Towards Adaptive Note-Enhanced Retrieval-Augmented Generation	Oct 11, 2024	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	2
Semantic Token Reweighting for Interpretable and Controllable Text Embeddings in CLIP	Oct 11, 2024	Few-Shot Image Classificationimage-classification	—Unverified	0
Music Genre Classification using Large Language Models	Oct 10, 2024	ClassificationGenre classification	CodeCode Available	0
Smart Audit System Empowered by LLM	Oct 10, 2024	Retrieval	—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