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 4201–4250 of 14297 papers

TitleStatusHype
BoolQuestions: Does Dense Retrieval Understand Boolean Logic in Language?—0
Advancing Large Language Models for Spatiotemporal and Semantic Association Mining of Similar Environmental Events—0
CUE-M: Contextual Understanding and Enhanced Search with Multimodal Large Language Model—0
Neon: News Entity-Interaction Extraction for Enhanced Question Answering—0
Associative Knowledge Graphs for Efficient Sequence Storage and RetrievalCode0
CodeXEmbed: A Generalist Embedding Model Family for Multiligual and Multi-task Code Retrieval—0
Transcending Language Boundaries: Harnessing LLMs for Low-Resource Language Translation—0
Mechanism and Emergence of Stacked Attention Heads in Multi-Layer Transformers—0
Addressing Hallucinations in Language Models with Knowledge Graph Embeddings as an Additional Modality—0
Molecule Generation with Fragment Retrieval Augmentation—0
Preserving Expert-Level Privacy in Offline Reinforcement Learning—0
Drowning in Documents: Consequences of Scaling Reranker Inference—0
AddrLLM: Address Rewriting via Large Language Model on Nationwide Logistics Data—0
Improving Tool Retrieval by Leveraging Large Language Models for Query Generation—0
SEFD: Semantic-Enhanced Framework for Detecting LLM-Generated TextCode0
A Novel Approach to Eliminating Hallucinations in Large Language Model-Assisted Causal Discovery—0
SPICA: Retrieving Scenarios for Pluralistic In-Context AlignmentCode0
Towards Next-Generation Medical Agent: How o1 is Reshaping Decision-Making in Medical Scenarios—0
Information Anxiety in Large Language Models—0
Partial Scene Text RetrievalCode0
Private Counterfactual Retrieval With Immutable Features—0
KuaiFormer: Transformer-Based Retrieval at Kuaishou—0
Any2Any: Incomplete Multimodal Retrieval with Conformal Prediction—0
Adopting RAG for LLM-Aided Future Vehicle Design—0
Harnessing multiple LLMs for Information Retrieval: A case study on Deep Learning methodologies in Biodiversity publicationsCode0
Unstructured Text Enhanced Open-domain Dialogue System: A Systematic Survey—0
Comprehensive and Practical Evaluation of Retrieval-Augmented Generation Systems for Medical Question Answering—0
Saliency Map-based Image Retrieval using Invariant Krawtchouk MomentsCode0
Hopfield-Fenchel-Young Networks: A Unified Framework for Associative Memory RetrievalCode0
Information Need in Metaverse Recordings - A Field Study—0
A Transformer-Based Visual Piano Transcription Algorithm—0
Neural Corrective Machine Unranking—0
MIRe: Enhancing Multimodal Queries Representation via Fusion-Free Modality Interaction for Multimodal RetrievalCode0
Towards Optimizing a Retrieval Augmented Generation using Large Language Model on Academic Data—0
Are LLMs Prescient? A Continuous Evaluation using Daily News as the Oracle—0
Building Trustworthy AI: Transparent AI Systems via Large Language Models, Ontologies, and Logical Reasoning (TranspNet)—0
Retrieval Augmented Recipe Generation—0
Likelihood as a Performance Gauge for Retrieval-Augmented GenerationCode0
Retrieval, Reasoning, Re-ranking: A Context-Enriched Framework for Knowledge Graph Completion—0
Improving Grapheme-to-Phoneme Conversion through In-Context Knowledge Retrieval with Large Language Models—0
Retrieval of sun-induced plant fluorescence in the O_2-A absorption band from DESIS imagery—0
Query Optimization for Parametric Knowledge Refinement in Retrieval-Augmented Large Language Models—0
Kernel-based retrieval models for hyperspectral image data optimized with Kernel Flows—0
Unlocking Legal Knowledge with Multi-Layered Embedding-Based Retrieval—0
Veri-Car: Towards Open-world Vehicle Information Retrieval—0
OpenThaiGPT 1.5: A Thai-Centric Open Source Large Language Model—0
Firing Rate Models as Associative Memory: Excitatory-Inhibitory Balance for Robust Retrieval—0
Subgraph Retrieval Enhanced by Graph-Text Alignment for Commonsense Question Answering—0
Music Discovery Dialogue Generation Using Human Intent Analysis and Large Language ModelsCode0
Toward Optimal Search and Retrieval for RAGCode0
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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