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 4041–4050 of 14297 papers

Title	Date	Tasks	Status	Hype
Improving Medical Reasoning through Retrieval and Self-Reflection with Retrieval-Augmented Large Language Models	Jan 27, 2024	Medical Question AnsweringMultiple-choice	CodeCode Available	2
From RAG to QA-RAG: Integrating Generative AI for Pharmaceutical Regulatory Compliance Process	Jan 26, 2024	ChatbotRAG	CodeCode Available	1
Expressivity-aware Music Performance Retrieval using Mid-level Perceptual Features and Emotion Word Embeddings	Jan 26, 2024	RetrievalWord Embeddings	—Unverified	0
The Power of Noise: Redefining Retrieval for RAG Systems	Jan 26, 2024	Information RetrievalRAG	CodeCode Available	2
Recency Ranking by Diversification of Result Set	Jan 26, 2024	Document RankingRetrieval	—Unverified	0
K-QA: A Real-World Medical Q&A Benchmark	Jan 25, 2024	HallucinationIn-Context Learning	CodeCode Available	1
Ta'keed: The First Generative Fact-Checking System for Arabic Claims	Jan 25, 2024	Claim VerificationFact Checking	—Unverified	0
Accelerating Retrieval-Augmented Language Model Serving with Speculation	Jan 25, 2024	Language ModelingLanguage Modelling	—Unverified	0
Towards 3D Molecule-Text Interpretation in Language Models	Jan 25, 2024	Instruction FollowingLanguage Modeling	CodeCode Available	2
It's About Time: Incorporating Temporality in Retrieval Augmented Language Models	Jan 24, 2024	Few-Shot LearningHallucination	—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