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 3911–3920 of 14297 papers

Title	Date	Tasks	Status	Hype
EVOR: Evolving Retrieval for Code Generation	Feb 19, 2024	Code GenerationRAG	CodeCode Available	2
Utilizing BERT for Information Retrieval: Survey, Applications, Resources, and Challenges	Feb 18, 2024	Information RetrievalRetrieval	—Unverified	0
BGE Landmark Embedding: A Chunking-Free Embedding Method For Retrieval Augmented Long-Context Large Language Models	Feb 18, 2024	ChunkingLanguage Modeling	—Unverified	0
When Do LLMs Need Retrieval Augmentation? Mitigating LLMs' Overconfidence Helps Retrieval Augmentation	Feb 18, 2024	Retrieval	CodeCode Available	1
Metacognitive Retrieval-Augmented Large Language Models	Feb 18, 2024	Response GenerationRetrieval	CodeCode Available	1
Visual In-Context Learning for Large Vision-Language Models	Feb 18, 2024	In-Context LearningPosition	—Unverified	0
GenDec: A robust generative Question-decomposition method for Multi-hop reasoning	Feb 17, 2024	Multi-hop Question AnsweringQuestion Answering	—Unverified	0
Exploring ChatGPT for Next-generation Information Retrieval: Opportunities and Challenges	Feb 17, 2024	AttributeInformation Retrieval	—Unverified	0
BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering	Feb 16, 2024	Open-Domain Question AnsweringQuestion Answering	—Unverified	0
FinTral: A Family of GPT-4 Level Multimodal Financial Large Language Models	Feb 16, 2024	Decision MakingFinancial Analysis	CodeCode Available	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