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 4301–4350 of 14297 papers

TitleStatusHype
LoRA-Contextualizing Adaptation of Large Multimodal Models for Long Document Understanding—0
Provenance: A Light-weight Fact-checker for Retrieval Augmented LLM Generation Output—0
Optimizing Contextual Speech Recognition Using Vector Quantization for Efficient Retrieval—0
Improving Few-Shot Cross-Domain Named Entity Recognition by Instruction Tuning a Word-Embedding based Retrieval Augmented Large Language Model—0
LLM-Ref: Enhancing Reference Handling in Technical Writing with Large Language Models—0
InFact: A Strong Baseline for Automated Fact-Checking—0
Enhancing Question Answering Precision with Optimized Vector Retrieval and Instructions—0
Towards Multi-Source Retrieval-Augmented Generation via Synergizing Reasoning and Preference-Driven Retrieval—0
CORAG: A Cost-Constrained Retrieval Optimization System for Retrieval-Augmented Generation—0
Unified Generative and Discriminative Training for Multi-modal Large Language Models—0
E2E-AFG: An End-to-End Model with Adaptive Filtering for Retrieval-Augmented Generation—0
Retrieval-enriched zero-shot image classification in low-resource domains—0
MoTaDual: Modality-Task Dual Alignment for Enhanced Zero-shot Composed Image Retrieval—0
Leveraging Large Language Models for Medical Information Extraction and Query Generation—0
Beyond Content Relevance: Evaluating Instruction Following in Retrieval ModelsCode0
Responsible Retrieval Augmented Generation for Climate Decision Making from Documents—0
LEAF: Learning and Evaluation Augmented by Fact-Checking to Improve Factualness in Large Language Models—0
Towards Cross-Modal Text-Molecule Retrieval with Better Modality AlignmentCode0
JudgeRank: Leveraging Large Language Models for Reasoning-Intensive Reranking—0
Grounding by Trying: LLMs with Reinforcement Learning-Enhanced Retrieval—0
Mind the Gap: A Generalized Approach for Cross-Modal Embedding Alignment—0
Long^2RAG: Evaluating Long-Context & Long-Form Retrieval-Augmented Generation with Key Point Recall—0
Eliciting Critical Reasoning in Retrieval-Augmented Language Models via Contrastive Explanations—0
Retrieval-Augmented Generation with Estimation of Source Reliability—0
Multilingual Vision-Language Pre-training for the Remote Sensing DomainCode0
HijackRAG: Hijacking Attacks against Retrieval-Augmented Large Language Models—0
Retrieval-Augmented Approach for Unsupervised Anomalous Sound Detection and Captioning without Model Training—0
PerSRV: Personalized Sticker Retrieval with Vision-Language ModelCode0
Understanding Synthetic Context Extension via Retrieval Heads—0
ContextIQ: A Multimodal Expert-Based Video Retrieval System for Contextual AdvertisingCode0
Application of Audio Fingerprinting Techniques for Real-Time Scalable Speech Retrieval and Speech Clusterization—0
Not All Languages are Equal: Insights into Multilingual Retrieval-Augmented GenerationCode0
RealCQA-V2 : Visual Premise Proving A Manual COT Dataset for Charts—0
LLMs are Biased Evaluators But Not Biased for Retrieval Augmented GenerationCode0
SandboxAQ's submission to MRL 2024 Shared Task on Multi-lingual Multi-task Information Retrieval—0
FACT: Examining the Effectiveness of Iterative Context Rewriting for Multi-fact Retrieval—0
Zero-Shot Dense Retrieval with Embeddings from Relevance Feedback—0
Flow Matching for Atmospheric Retrieval of Exoplanets: Where Reliability meets Adaptive Noise LevelsCode0
Calibrated Decision-Making through LLM-Assisted Retrieval—0
PlanRAG: Planning-guided Retrieval Augmented Generation—0
R^3AG: First Workshop on Refined and Reliable Retrieval Augmented Generation—0
Deep Learning Based Dense Retrieval: A Comparative Study—0
What Factors Affect Multi-Modal In-Context Learning? An In-Depth Exploration—0
WindTunnel -- A Framework for Community Aware Sampling of Large Corpora—0
Quam: Adaptive Retrieval through Query Affinity ModellingCode0
KisanQRS: A Deep Learning-based Automated Query-Response System for Agricultural Decision-Making—0
MatExpert: Decomposing Materials Discovery by Mimicking Human Experts—0
AutoMIR: Effective Zero-Shot Medical Information Retrieval without Relevance LabelsCode0
Multi-Field Adaptive Retrieval—0
LLM-Consensus: Multi-Agent Debate for Visual Misinformation Detection—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