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

Showing 751800 of 14297 papers

TitleStatusHype
RAG-RewardBench: Benchmarking Reward Models in Retrieval Augmented Generation for Preference AlignmentCode1
Rango: Adaptive Retrieval-Augmented Proving for Automated Software VerificationCode1
Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question AnsweringCode1
FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal GroundingCode1
EXIT: Context-Aware Extractive Compression for Enhancing Retrieval-Augmented GenerationCode1
RA-SGG: Retrieval-Augmented Scene Graph Generation Framework via Multi-Prototype LearningCode1
CLASP: Contrastive Language-Speech Pretraining for Multilingual Multimodal Information RetrievalCode1
Wonderful Matrices: Combining for a More Efficient and Effective Foundation Model ArchitectureCode1
SpeechPrune: Context-aware Token Pruning for Speech Information RetrievalCode1
RAG Playground: A Framework for Systematic Evaluation of Retrieval Strategies and Prompt Engineering in RAG SystemsCode1
RETQA: A Large-Scale Open-Domain Tabular Question Answering Dataset for Real Estate SectorCode1
Multimodal Music Generation with Explicit Bridges and Retrieval AugmentationCode1
USDRL: Unified Skeleton-Based Dense Representation Learning with Multi-Grained Feature DecorrelationCode1
A Flexible Plug-and-Play Module for Generating Variable-LengthCode1
Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge GraphsCode1
IMPACT: A Large-scale Integrated Multimodal Patent Analysis and Creation Dataset for Design PatentsCode1
KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language ModelsCode1
Retrieval-Augmented Machine Translation with Unstructured KnowledgeCode1
HEAL: Hierarchical Embedding Alignment Loss for Improved Retrieval and Representation LearningCode1
Composed Image Retrieval for Training-Free Domain ConversionCode1
RARE: Retrieval-Augmented Reasoning Enhancement for Large Language ModelsCode1
MBA-RAG: a Bandit Approach for Adaptive Retrieval-Augmented Generation through Question ComplexityCode1
Vid-Morp: Video Moment Retrieval Pretraining from Unlabeled Videos in the WildCode1
AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge ReasoningCode1
Context Awareness Gate For Retrieval Augmented GenerationCode1
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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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second183.53Unverified
2ElasticsearchQueries per second21.8Unverified
3BM25-PTQueries per second6.49Unverified
4Rank-BM25Queries per second1.18Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second20.88Unverified
2ElasticsearchQueries per second7.11Unverified
3Rank-BM25Queries per second0.04Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second41.85Unverified
2ElasticsearchQueries per second12.16Unverified
3Rank-BM25Queries per second0.1Unverified
#ModelMetricClaimedVerifiedStatus
1FLMRRecall@589.32Unverified
2RA-VQARecall@582.84Unverified
#ModelMetricClaimedVerifiedStatus
1PreFLMRRecall@562.1Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP-KIStext-to-video Mean Rank30Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4OutfitRecall@57.59Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1COLTCOMP@84.55Unverified
#ModelMetricClaimedVerifiedStatus
1hello0L1,121,222Unverified