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 2601–2625 of 14297 papers

TitleStatusHype
Prompt Tuning on Graph-augmented Low-resource Text ClassificationCode1
Combination of Multiple Global Descriptors for Image RetrievalCode1
ASPIRE: Assistive System for Performance Evaluation in IRCode1
Enhancing LLM Factual Accuracy with RAG to Counter Hallucinations: A Case Study on Domain-Specific Queries in Private Knowledge-BasesCode1
Enhancing Legal Case Retrieval via Scaling High-quality Synthetic Query-Candidate PairsCode1
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal RetrievalCode1
Compositional Learning of Image-Text Query for Image RetrievalCode1
Enhancing Retrieval and Managing Retrieval: A Four-Module Synergy for Improved Quality and Efficiency in RAG SystemsCode1
Enhancing Vision-Language Pre-Training with Jointly Learned Questioner and Dense CaptionerCode1
Learning Multi-modal Representations by Watching Hundreds of Surgical Video LecturesCode1
SPAN: Learning Similarity between Scene Graphs and Images with TransformersCode1
PTC-Net: Point-Wise Transformer with Sparse Convolution Network for Place RecognitionCode1
ImageRAG: Enhancing Ultra High Resolution Remote Sensing Imagery Analysis with ImageRAGCode1
PyAWD: A Library for Generating Large Synthetic Datasets of Acoustic Wave Propagation with DevitoCode1
Active Image IndexingCode1
Enriching Local and Global Contexts for Temporal Action LocalizationCode1
ComCLIP: Training-Free Compositional Image and Text MatchingCode1
ComFact: A Benchmark for Linking Contextual Commonsense KnowledgeCode1
BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via CompressionCode1
A Comprehensive Review of the Video-to-Text ProblemCode1
Composed Image Retrieval for Training-Free Domain ConversionCode1
Entity-aware Transformers for Entity SearchCode1
Composed Image Retrieval using Contrastive Learning and Task-oriented CLIP-based FeaturesCode1
Learning Hierarchical Metrical Structure Beyond MeasuresCode1
Learning Implicit User Profiles for Personalized Retrieval-Based ChatbotCode1
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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