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 776–800 of 14297 papers

TitleStatusHype
Multi-modal Retrieval Augmented Multi-modal Generation: A Benchmark, Evaluate Metrics and Strong BaselinesCode1
Image Generation Diversity Issues and How to Tame ThemCode1
LaB-RAG: Label Boosted Retrieval Augmented Generation for Radiology Report GenerationCode1
Multi-granularity Interest Retrieval and Refinement Network for Long-Term User Behavior Modeling in CTR PredictionCode1
G-RAG: Knowledge Expansion in Material ScienceCode1
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow PredictionCode1
PyAWD: A Library for Generating Large Synthetic Datasets of Acoustic Wave Propagation with DevitoCode1
SAM Decoding: Speculative Decoding via Suffix AutomatonCode1
ImageRAG: Enhancing Ultra High Resolution Remote Sensing Imagery Analysis with ImageRAGCode1
Problem-Oriented Segmentation and Retrieval: Case Study on Tutoring ConversationsCode1
AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information AssistantCode1
Why These Documents? Explainable Generative Retrieval with Hierarchical Category PathsCode1
OneProt: Towards Multi-Modal Protein Foundation ModelsCode1
Towards Competitive Search Relevance For Inference-Free Learned Sparse RetrieversCode1
PIAST: A Multimodal Piano Dataset with Audio, Symbolic and TextCode1
TeleOracle: Fine-Tuned Retrieval-Augmented Generation with Long-Context Support for NetworkCode1
MIRFLEX: Music Information Retrieval Feature Library for ExtractionCode1
Rationale-Guided Retrieval Augmented Generation for Medical Question AnsweringCode1
Birdie: Advancing State Space Models with Reward-Driven Objectives and CurriculaCode1
Nearest Neighbor Normalization Improves Multimodal RetrievalCode1
RAGraph: A General Retrieval-Augmented Graph Learning FrameworkCode1
Emotional RAG: Enhancing Role-Playing Agents through Emotional RetrievalCode1
Retrieval-Retro: Retrieval-based Inorganic Retrosynthesis with Expert KnowledgeCode1
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge RetrieversCode1
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate HallucinationsCode1
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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