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 3151–3175 of 14297 papers

TitleStatusHype
An Empirical Study of Excitation and Aggregation Design Adaptions in CLIP4Clip for Video-Text Retrieval—0
Benchmarking unsupervised near-duplicate image detection—0
A Chaotic Associative Memory—0
Detection-by-Localization: Maintenance-Free Change Object Detector—0
Benchmarking Robustness of Contrastive Learning Models for Medical Image-Report Retrieval—0
Benchmarking Retrieval-Augmented Large Language Models in Biomedical NLP: Application, Robustness, and Self-Awareness—0
A Dense-Depth Representation for VLAD descriptors in Content-Based Image Retrieval—0
Benchmarking Retrieval-Augmented Generation for Chemistry—0
An Empirical Study of ADMM for Nonconvex Problems—0
Benchmarking Pretrained Vision Embeddings for Near- and Duplicate Detection in Medical Images—0
An Empirical Exploration of Open-Set Recognition via Lightweight Statistical Pipelines—0
Protriever: End-to-End Differentiable Protein Homology Search for Fitness Prediction—0
Multi-Aspect Reviewed-Item Retrieval via LLM Query Decomposition and Aspect Fusion—0
Detection, Retrieval, and Explanation Unified: A Violence Detection System Based on Knowledge Graphs and GAT—0
Development and Testing of Retrieval Augmented Generation in Large Language Models -- A Case Study Report—0
DGCNN: Disordered Graph Convolutional Neural Network Based on the Gaussian Mixture Model—0
Diff4Steer: Steerable Diffusion Prior for Generative Music Retrieval with Semantic Guidance—0
Discovering Biases in Information Retrieval Models Using Relevance Thesaurus as Global Explanation—0
Benchmarking Poisoning Attacks against Retrieval-Augmented Generation—0
Benchmarking PathCLIP for Pathology Image Analysis—0
An Empirical Comparison of Video Frame Sampling Methods for Multi-Modal RAG Retrieval—0
An Empirical Comparison of LM-based Question and Answer Generation Methods—0
A Deep Reinforcement Learning Chatbot (Short Version)—0
Benchmarking Middle-Trained Language Models for Neural Search—0
Benchmarking Cognitive Domains for LLMs: Insights from Taiwanese Hakka Culture—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