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 601–625 of 14297 papers

TitleStatusHype
Enhancing Document Retrieval for Curating N-ary Relations in Knowledge Bases—0
The Future of MLLM Prompting is Adaptive: A Comprehensive Experimental Evaluation of Prompt Engineering Methods for Robust Multimodal Performance—0
DioR: Adaptive Cognitive Detection and Contextual Retrieval Optimization for Dynamic Retrieval-Augmented Generation—0
A Survey of Personalization: From RAG to AgentCode2
Understanding and Optimizing Multi-Stage AI Inference Pipelines—0
HD-RAG: Retrieval-Augmented Generation for Hybrid Documents Containing Text and Hierarchical Tables—0
HM-RAG: Hierarchical Multi-Agent Multimodal Retrieval Augmented GenerationCode2
Optimal sparse phase retrieval via a quasi-Bayesian approachCode0
Breaking the Lens of the Telescope: Online Relevance Estimation over Large Retrieval Sets—0
NoTeS-Bank: Benchmarking Neural Transcription and Search for Scientific Notes Understanding—0
HeteRAG: A Heterogeneous Retrieval-augmented Generation Framework with Decoupled Knowledge Representations—0
Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End SystemCode1
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering—0
Cross-Document Cross-Lingual NLI via RST-Enhanced Graph Fusion and Interpretability Prediction—0
The Other Side of the Coin: Exploring Fairness in Retrieval-Augmented GenerationCode0
Code-Craft: Hierarchical Graph-Based Code Summarization for Enhanced Context Retrieval—0
A Reproducibility Study of Graph-Based Legal Case Retrieval—0
TP-RAG: Benchmarking Retrieval-Augmented Large Language Model Agents for Spatiotemporal-Aware Travel Planning—0
PCA-RAG: Principal Component Analysis for Efficient Retrieval-Augmented Generation—0
Hypergraph Vision Transformers: Images are More than Nodes, More than Edges—0
Out of Style: RAG's Fragility to Linguistic VariationCode0
Harnessing the Unseen: The Hidden Influence of Intrinsic Knowledge in Long-Context Language Models—0
OnSET: Ontology and Semantic Exploration ToolkitCode0
VLMT: Vision-Language Multimodal Transformer for Multimodal Multi-hop Question Answering—0
FocalLens: Instruction Tuning Enables Zero-Shot Conditional Image Representations—0
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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