SOTAVerified

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

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Showing 8376–8400 of 14297 papers

TitleStatusHype
MuLTI: Efficient Video-and-Language Understanding with Text-Guided MultiWay-Sampler and Multiple Choice Modeling—0
Enhancing Interactive Image Retrieval With Query Rewriting Using Large Language Models and Vision Language Models—0
AMR-RE: Abstract Meaning Representations for Retrieval-Based In-Context Learning in Relation Extraction—0
Chain of Thought Prompt Tuning in Vision Language Models—0
A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions—0
Enhancing Image Retrieval : A Comprehensive Study on Photo Search using the CLIP Mode—0
Chain-of-Thought Poisoning Attacks against R1-based Retrieval-Augmented Generation Systems—0
Multi-Cue Zero-Shot Learning with Strong Supervision—0
Multi-Facet Blending for Faceted Query-by-Example Retrieval—0
Enhancing Health Information Retrieval with RAG by Prioritizing Topical Relevance and Factual Accuracy—0
Enhancing Healthcare through Large Language Models: A Study on Medical Question Answering—0
Chain-of-Thought in Large Language Models: Decoding, Projection, and Activation—0
Enhancing Financial Time-Series Forecasting with Retrieval-Augmented Large Language Models—0
AGENT-CQ: Automatic Generation and Evaluation of Clarifying Questions for Conversational Search with LLMs—0
Entity Retrieval for Answering Entity-Centric Questions—0
Learning Test-time Augmentation for Content-based Image Retrieval—0
Chain-of-Retrieval Augmented Generation—0
Enhancing Fact Retrieval in PLMs through Truthfulness—0
Enhancing Exploratory Learning through Exploratory Search with the Emergence of Large Language Models—0
Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models—0
APVR: Hour-Level Long Video Understanding with Adaptive Pivot Visual Information Retrieval—0
Multi-Class Quantum Convolutional Neural Networks—0
Multifaceted Improvements for Conversational Open-Domain Question Answering—0
Enhancing E-commerce Product Title Translation with Retrieval-Augmented Generation and Large Language Models—0
Enhancing Dynamic Image Advertising with Vision-Language Pre-training—0
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All datasetsQuora Question PairsHotpotQANatural QuestionsOK-VQAInfoSeekMVKPolyvorePubMedQAPubMedQA corpus with metadataToolLensคลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second183.53—Unverified
2ElasticsearchQueries per second21.8—Unverified
3BM25-PTQueries per second6.49—Unverified
4Rank-BM25Queries per second1.18—Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second20.88—Unverified
2ElasticsearchQueries per second7.11—Unverified
3Rank-BM25Queries per second0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second41.85—Unverified
2ElasticsearchQueries per second12.16—Unverified
3Rank-BM25Queries per second0.1—Unverified
#ModelMetricClaimedVerifiedStatus
1FLMRRecall@589.32—Unverified
2RA-VQARecall@582.84—Unverified
#ModelMetricClaimedVerifiedStatus
1PreFLMRRecall@562.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP-KIStext-to-video Mean Rank30—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4OutfitRecall@57.59—Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1—Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1—Unverified
#ModelMetricClaimedVerifiedStatus
1COLTCOMP@84.55—Unverified
#ModelMetricClaimedVerifiedStatus
1hello0L1,121,222—Unverified