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 19011950 of 14297 papers

TitleStatusHype
Optimizing Contextual Speech Recognition Using Vector Quantization for Efficient Retrieval0
Towards Multi-Source Retrieval-Augmented Generation via Synergizing Reasoning and Preference-Driven Retrieval0
MIRFLEX: Music Information Retrieval Feature Library for ExtractionCode1
E2E-AFG: An End-to-End Model with Adaptive Filtering for Retrieval-Augmented Generation0
Unified Generative and Discriminative Training for Multi-modal Large Language Models0
Retrieval-enriched zero-shot image classification in low-resource domains0
Birdie: Advancing State Space Models with Reward-Driven Objectives and CurriculaCode1
JudgeRank: Leveraging Large Language Models for Reasoning-Intensive Reranking0
Beyond Content Relevance: Evaluating Instruction Following in Retrieval ModelsCode0
Towards Cross-Modal Text-Molecule Retrieval with Better Modality AlignmentCode0
Leveraging Large Language Models for Medical Information Extraction and Query Generation0
TabM: Advancing Tabular Deep Learning with Parameter-Efficient EnsemblingCode4
MoTaDual: Modality-Task Dual Alignment for Enhanced Zero-shot Composed Image Retrieval0
Responsible Retrieval Augmented Generation for Climate Decision Making from Documents0
LEAF: Learning and Evaluation Augmented by Fact-Checking to Improve Factualness in Large Language Models0
Nearest Neighbor Normalization Improves Multimodal RetrievalCode1
RAGraph: A General Retrieval-Augmented Graph Learning FrameworkCode1
Mind the Gap: A Generalized Approach for Cross-Modal Embedding Alignment0
Multilingual Vision-Language Pre-training for the Remote Sensing DomainCode0
HijackRAG: Hijacking Attacks against Retrieval-Augmented Large Language Models0
Long^2RAG: Evaluating Long-Context & Long-Form Retrieval-Augmented Generation with Key Point Recall0
Retrieval-Augmented Generation with Estimation of Source Reliability0
Grounding by Trying: LLMs with Reinforcement Learning-Enhanced Retrieval0
CORAL: Benchmarking Multi-turn Conversational Retrieval-Augmentation GenerationCode2
SciPIP: An LLM-based Scientific Paper Idea ProposerCode2
Eliciting Critical Reasoning in Retrieval-Augmented Language Models via Contrastive Explanations0
Emotional RAG: Enhancing Role-Playing Agents through Emotional RetrievalCode1
Retrieval-Augmented Approach for Unsupervised Anomalous Sound Detection and Captioning without Model Training0
PerSRV: Personalized Sticker Retrieval with Vision-Language ModelCode0
RealCQA-V2 : Visual Premise Proving A Manual COT Dataset for Charts0
Application of Audio Fingerprinting Techniques for Real-Time Scalable Speech Retrieval and Speech Clusterization0
Beyond Text: Optimizing RAG with Multimodal Inputs for Industrial ApplicationsCode2
Not All Languages are Equal: Insights into Multilingual Retrieval-Augmented GenerationCode0
Understanding Synthetic Context Extension via Retrieval Heads0
ContextIQ: A Multimodal Expert-Based Video Retrieval System for Contextual AdvertisingCode0
Semantic Editing Increment Benefits Zero-Shot Composed Image RetrievalCode2
Calibrated Decision-Making through LLM-Assisted Retrieval0
SandboxAQ's submission to MRL 2024 Shared Task on Multi-lingual Multi-task Information Retrieval0
Flow Matching for Atmospheric Retrieval of Exoplanets: Where Reliability meets Adaptive Noise LevelsCode0
Retrieval-Retro: Retrieval-based Inorganic Retrosynthesis with Expert KnowledgeCode1
AutoRAG: Automated Framework for optimization of Retrieval Augmented Generation PipelineCode7
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented GenerationCode2
PlanRAG: Planning-guided Retrieval Augmented Generation0
LLMs are Biased Evaluators But Not Biased for Retrieval Augmented GenerationCode0
Retrieval-Enhanced Mutation Mastery: Augmenting Zero-Shot Prediction of Protein Language ModelCode2
Zero-Shot Dense Retrieval with Embeddings from Relevance Feedback0
FACT: Examining the Effectiveness of Iterative Context Rewriting for Multi-fact Retrieval0
Vision Search Assistant: Empower Vision-Language Models as Multimodal Search EnginesCode2
What Factors Affect Multi-Modal In-Context Learning? An In-Depth Exploration0
WindTunnel -- A Framework for Community Aware Sampling of Large Corpora0
Show:102550
← PrevPage 39 of 286Next →

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