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 3601–3650 of 14297 papers

TitleStatusHype
Logic Haystacks: Probing LLMs Long-Context Logical Reasoning (Without Easily Identifiable Unrelated Padding)—0
CodeSwift: Accelerating LLM Inference for Efficient Code Generation—0
A Hybrid Approach to Information Retrieval and Answer Generation for Regulatory TextsCode0
Multimodal Search in Chemical Documents and ReactionsCode0
D2S-FLOW: Automated Parameter Extraction from Datasheets for SPICE Model Generation Using Large Language Models—0
Swallowing the Poison Pills: Insights from Vulnerability Disparity Among LLMs—0
LawPal : A Retrieval Augmented Generation Based System for Enhanced Legal Accessibility in India—0
Optimizing Retrieval-Augmented Generation of Medical Content for Spaced Repetition Learning—0
Retrieval-Augmented Visual Question Answering via Built-in Autoregressive Search Engines—0
Visual-RAG: Benchmarking Text-to-Image Retrieval Augmented Generation for Visual Knowledge Intensive QueriesCode0
Retrieval-Augmented Fine-Tuning With Preference Optimization For Visual Program Generation—0
ESANS: Effective and Semantic-Aware Negative Sampling for Large-Scale Retrieval Systems—0
Worse than Zero-shot? A Fact-Checking Dataset for Evaluating the Robustness of RAG Against Misleading Retrievals—0
MMRAG: Multi-Mode Retrieval-Augmented Generation with Large Language Models for Biomedical In-Context Learning—0
Scale Up Composed Image Retrieval Learning via Modification Text Generation—0
Automated Query-Product Relevance Labeling using Large Language Models for E-commerce Search—0
Cross-Format Retrieval-Augmented Generation in XR with LLMs for Context-Aware Maintenance Assistance—0
Retrieval-Augmented Speech Recognition Approach for Domain Challenges—0
ELIP: Enhanced Visual-Language Foundation Models for Image Retrieval—0
Enhancing Domain-Specific Retrieval-Augmented Generation: Synthetic Data Generation and Evaluation using Reasoning ModelsCode0
LaTIM: Measuring Latent Token-to-Token Interactions in Mamba Models—0
GNN-Coder: Boosting Semantic Code Retrieval with Combined GNNs and Transformer—0
KnowZRel: Common Sense Knowledge-based Zero-Shot Relationship Retrieval for Generalised Scene Graph GenerationCode0
R^3Mem: Bridging Memory Retention and Retrieval via Reversible Compression—0
Chats-Grid: An Iterative Retrieval Q&A Optimization Scheme Leveraging Large Model and Retrieval Enhancement Generation in smart grid—0
Steering into New Embedding Spaces: Analyzing Cross-Lingual Alignment Induced by Model Interventions in Multilingual Language Models—0
DReSD: Dense Retrieval for Speculative Decoding—0
Evaluating Sakana's AI Scientist for Autonomous Research: Wishful Thinking or an Emerging Reality Towards 'Artificial Research Intelligence' (ARI)?—0
Benchmarking Multimodal RAG through a Chart-based Document Question-Answering Generation FrameworkCode0
FIND: Fine-grained Information Density Guided Adaptive Retrieval-Augmented Generation for Disease Diagnosis—0
WavRAG: Audio-Integrated Retrieval Augmented Generation for Spoken Dialogue Models—0
Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering—0
A Multi-Agent Perspective on Modern Information Retrieval—0
Is Relevance Propagated from Retriever to Generator in RAG?—0
On the Influence of Context Size and Model Choice in Retrieval-Augmented Generation SystemsCode0
ATRI: Mitigating Multilingual Audio Text Retrieval Inconsistencies by Reducing Data Distribution ErrorsCode0
A Survey of Model Architectures in Information Retrieval—0
Retrieval-Augmented Process Reward Model for Generalizable Mathematical Reasoning—0
MMTEB: Massive Multilingual Text Embedding Benchmark—0
RAG-Gym: Optimizing Reasoning and Search Agents with Process Supervision—0
RGAR: Recurrence Generation-augmented Retrieval for Factual-aware Medical Question Answering—0
REFIND: Retrieval-Augmented Factuality Hallucination Detection in Large Language Models—0
LLM4Tag: Automatic Tagging System for Information Retrieval via Large Language Models—0
MuDAF: Long-Context Multi-Document Attention Focusing through Contrastive Learning on Attention HeadsCode0
DH-RAG: A Dynamic Historical Context-Powered Retrieval-Augmented Generation Method for Multi-Turn Dialogue—0
Towards Adaptive Memory-Based Optimization for Enhanced Retrieval-Augmented Generation—0
Activation-aware Probe-Query: Effective Key-Value Retrieval for Long-Context LLMs Inference—0
Quantifying Memorization and Retriever Performance in Retrieval-Augmented Vision-Language Models—0
Reducing Hallucinations in Language Model-based SPARQL Query Generation Using Post-Generation Memory Retrieval—0
Reproducing NevIR: Negation in Neural Information RetrievalCode0
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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