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 18011850 of 14297 papers

TitleStatusHype
Adopting RAG for LLM-Aided Future Vehicle Design0
Harnessing multiple LLMs for Information Retrieval: A case study on Deep Learning methodologies in Biodiversity publicationsCode0
Comprehensive and Practical Evaluation of Retrieval-Augmented Generation Systems for Medical Question Answering0
Information Need in Metaverse Recordings - A Field Study0
A Transformer-Based Visual Piano Transcription Algorithm0
Saliency Map-based Image Retrieval using Invariant Krawtchouk MomentsCode0
Building Trustworthy AI: Transparent AI Systems via Large Language Models, Ontologies, and Logical Reasoning (TranspNet)0
Towards Optimizing a Retrieval Augmented Generation using Large Language Model on Academic Data0
MIRe: Enhancing Multimodal Queries Representation via Fusion-Free Modality Interaction for Multimodal RetrievalCode0
Hopfield-Fenchel-Young Networks: A Unified Framework for Associative Memory RetrievalCode0
Are LLMs Prescient? A Continuous Evaluation using Daily News as the Oracle0
Retrieval Augmented Recipe Generation0
Neural Corrective Machine Unranking0
Retrieval of sun-induced plant fluorescence in the O_2-A absorption band from DESIS imagery0
Retrieval Augmented Time Series ForecastingCode2
Retrieval, Reasoning, Re-ranking: A Context-Enriched Framework for Knowledge Graph Completion0
Problem-Oriented Segmentation and Retrieval: Case Study on Tutoring ConversationsCode1
Kernel-based retrieval models for hyperspectral image data optimized with Kernel Flows0
ImageRAG: Enhancing Ultra High Resolution Remote Sensing Imagery Analysis with ImageRAGCode1
Unlocking Legal Knowledge with Multi-Layered Embedding-Based Retrieval0
Query Optimization for Parametric Knowledge Refinement in Retrieval-Augmented Large Language Models0
Improving Grapheme-to-Phoneme Conversion through In-Context Knowledge Retrieval with Large Language Models0
Likelihood as a Performance Gauge for Retrieval-Augmented GenerationCode0
Invar-RAG: Invariant LLM-aligned Retrieval for Better Generation0
Firing Rate Models as Associative Memory: Excitatory-Inhibitory Balance for Robust Retrieval0
Retrieval or Global Context Understanding? On Many-Shot In-Context Learning for Long-Context EvaluationCode0
OpenThaiGPT 1.5: A Thai-Centric Open Source Large Language Model0
Toward Optimal Search and Retrieval for RAGCode0
Music Discovery Dialogue Generation Using Human Intent Analysis and Large Language ModelsCode0
Transformer verbatim in-context retrieval across time and scaleCode0
Subgraph Retrieval Enhanced by Graph-Text Alignment for Commonsense Question Answering0
Veri-Car: Towards Open-world Vehicle Information Retrieval0
AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information AssistantCode1
A Diffuse Light Field Imaging Model for Forward-Scattering Photon-Coded Signal Retrieval0
LProtector: An LLM-driven Vulnerability Detection System0
TourSynbio-Search: A Large Language Model Driven Agent Framework for Unified Search Method for Protein EngineeringCode0
Annotative IndexingCode0
Exploring Knowledge Boundaries in Large Language Models for Retrieval Judgment0
Clustering Algorithms and RAG Enhancing Semi-Supervised Text Classification with Large LLMs0
Sufficient Context: A New Lens on Retrieval Augmented Generation Systems0
KeyB2: Selecting Key Blocks is Also Important for Long Document Ranking with Large Language Models0
M-Longdoc: A Benchmark For Multimodal Super-Long Document Understanding And A Retrieval-Aware Tuning Framework0
Building an Efficient Multilingual Non-Profit IR System for the Islamic Domain Leveraging Multiprocessing Design in Rust0
Leveraging Retrieval-Augmented Generation for Persian University Knowledge Retrieval0
Reducing Distraction in Long-Context Language Models by Focused Learning0
IntellBot: Retrieval Augmented LLM Chatbot for Cyber Threat Knowledge DeliveryCode0
Why These Documents? Explainable Generative Retrieval with Hierarchical Category PathsCode1
Qwen2.5-32B: Leveraging Self-Consistent Tool-Integrated Reasoning for Bengali Mathematical Olympiad Problem Solving0
Harnessing High-Level Song Descriptors towards Natural Language-Based Music RecommendationCode0
Assessing the Answerability of Queries in Retrieval-Augmented Code Generation0
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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