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 1751–1775 of 14297 papers

TitleStatusHype
Improving Factuality of 3D Brain MRI Report Generation with Paired Image-domain Retrieval and Text-domain Augmentation—0
QEQR: An Exploration of Query Expansion Methods for Question Retrieval in CQA Services—0
OphCLIP: Hierarchical Retrieval-Augmented Learning for Ophthalmic Surgical Video-Language Pretraining—0
Multi-granularity Interest Retrieval and Refinement Network for Long-Term User Behavior Modeling in CTR PredictionCode1
mR^2AG: Multimodal Retrieval-Reflection-Augmented Generation for Knowledge-Based VQA—0
IRLab@iKAT24: Learned Sparse Retrieval with Multi-aspect LLM Query Generation for Conversational Search—0
Cross-Modal Pre-Aligned Method with Global and Local Information for Remote-Sensing Image and Text Retrieval—0
A Reproducibility and Generalizability Study of Large Language Models for Query Generation—0
Towards Knowledge Checking in Retrieval-augmented Generation: A Representation Perspective—0
G-RAG: Knowledge Expansion in Material ScienceCode1
LLaVA-MR: Large Language-and-Vision Assistant for Video Moment RetrievalCode0
OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMsCode5
FastRAG: Retrieval Augmented Generation for Semi-structured Data—0
LEADRE: Multi-Faceted Knowledge Enhanced LLM Empowered Display Advertisement Recommender System—0
Uni-Mlip: Unified Self-supervision for Medical Vision Language Pre-training—0
Retrieval-Augmented Generation for Domain-Specific Question Answering: A Case Study on Pittsburgh and CMU—0
Limitations of Automatic Relevance Assessments with Large Language Models for Fair and Reliable Retrieval Evaluation—0
Disentangling Memory and Reasoning Ability in Large Language ModelsCode2
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow PredictionCode1
DMQR-RAG: Diverse Multi-Query Rewriting for RAG—0
Writing Style Matters: An Examination of Bias and Fairness in Information Retrieval Systems—0
Video-RAG: Visually-aligned Retrieval-Augmented Long Video ComprehensionCode3
Scaling Laws for Online Advertisement Retrieval—0
Associative Knowledge Graphs for Efficient Sequence Storage and RetrievalCode0
A Comparative Study of Text Retrieval Models on DaReCzech—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