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 626–650 of 14297 papers

TitleStatusHype
BMRetriever: Tuning Large Language Models as Better Biomedical Text RetrieversCode1
Developing Retrieval Augmented Generation (RAG) based LLM Systems from PDFs: An Experience ReportCode1
Boosting Healthcare LLMs Through Retrieved ContextCode1
DeVLBert: Learning Deconfounded Visio-Linguistic RepresentationsCode1
DH3D: Deep Hierarchical 3D Descriptors for Robust Large-Scale 6DoF RelocalizationCode1
Advancing High-Resolution Video-Language Representation with Large-Scale Video TranscriptionsCode1
Dense X Retrieval: What Retrieval Granularity Should We Use?Code1
Densifying Sparse Representations for Passage Retrieval by Representational SlicingCode1
GLOW : Global Weighted Self-Attention Network for Web SearchCode1
2nd Place Solution to Google Landmark Retrieval 2021Code1
Detecting Moments and Highlights in Videos via Natural Language QueriesCode1
Birdie: Advancing State Space Models with Reward-Driven Objectives and CurriculaCode1
2nd Place and 2nd Place Solution to Kaggle Landmark Recognition andRetrieval Competition 2019Code1
BirdSAT: Cross-View Contrastive Masked Autoencoders for Bird Species Classification and MappingCode1
Bridging the KB-Text Gap: Leveraging Structured Knowledge-aware Pre-training for KBQACode1
Detection and Retrieval of Out-of-Distribution Objects in Semantic SegmentationCode1
DialFact: A Benchmark for Fact-Checking in DialogueCode1
DISP6D: Disentangled Implicit Shape and Pose Learning for Scalable 6D Pose EstimationCode1
BiomedRAG: A Retrieval Augmented Large Language Model for BiomedicineCode1
Biomedical Concept Relatedness -- A large EHR-based benchmarkCode1
Dense Hierarchical Retrieval for Open-Domain Question AnsweringCode1
BioImage.IO Chatbot: A Community-Driven AI Assistant for Integrative Computational BioimagingCode1
Dense-Captioning Events in VideosCode1
Dense Passage Retrieval for Open-Domain Question AnsweringCode1
BioBridge: Bridging Biomedical Foundation Models via Knowledge GraphsCode1
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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