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 3211–3220 of 14297 papers

Title	Date	Tasks	Status	Hype
SynthAI: A Multi Agent Generative AI Framework for Automated Modular HLS Design Generation	May 25, 2024	High-Level SynthesisRAG	CodeCode Available	1
Towards Completeness-Oriented Tool Retrieval for Large Language Models	May 25, 2024	Retrieval	CodeCode Available	1
Evaluating and Safeguarding the Adversarial Robustness of Retrieval-Based In-Context Learning	May 24, 2024	Adversarial RobustnessIn-Context Learning	CodeCode Available	0
RAEE: A Robust Retrieval-Augmented Early Exiting Framework for Efficient Inference	May 24, 2024	Language ModelingLanguage Modelling	—Unverified	0
Shopping Queries Image Dataset (SQID): An Image-Enriched ESCI Dataset for Exploring Multimodal Learning in Product Search	May 24, 2024	Information RetrievalRetrieval	CodeCode Available	1
Composed Image Retrieval for Remote Sensing	May 24, 2024	Composed Image Retrieval (CoIR)Descriptive	CodeCode Available	2
Certifiably Robust RAG against Retrieval Corruption	May 24, 2024	RAGRetrieval	CodeCode Available	1
Self-distilled Dynamic Fusion Network for Language-based Fashion Retrieval	May 24, 2024	Image RetrievalRetrieval	—Unverified	0
Optimizing example selection for retrieval-augmented machine translation with translation memories	May 23, 2024	DecoderMachine Translation	—Unverified	0
RE-Adapt: Reverse Engineered Adaptation of Large Language Models	May 23, 2024	Instruction FollowingRetrieval	—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