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 876–900 of 14297 papers

TitleStatusHype
A Cascading Cooperative Multi-agent Framework for On-ramp Merging Control Integrating Large Language Models—0
Privacy-Enhancing Paradigms within Federated Multi-Agent SystemsCode0
Training Plug-n-Play Knowledge Modules with Deep Context Distillation—0
MultiConIR: Towards multi-condition Information RetrievalCode0
LLM-based Corroborating and Refuting Evidence Retrieval for Scientific Claim Verification—0
KAP: MLLM-assisted OCR Text Enhancement for Hybrid Retrieval in Chinese Non-Narrative DocumentsCode0
MapQA: Open-domain Geospatial Question Answering on Map Data—0
Enhancing Retrieval for ESGLLM via ESG-CID -- A Disclosure Content Index Finetuning Dataset for Mapping GRI and ESRS—0
Advancing Vietnamese Information Retrieval with Learning Objective and Benchmark—0
Anatomy-Aware Conditional Image-Text Retrieval—0
GRITHopper: Decomposition-Free Multi-Hop Dense RetrievalCode1
Talking to GDELT Through Knowledge Graphs—0
Find your Needle: Small Object Image Retrieval via Multi-Object Attention Optimization—0
ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA—0
DeFine: A Decomposed and Fine-Grained Annotated Dataset for Long-form Article Generation—0
CtrlRAG: Black-box Adversarial Attacks Based on Masked Language Models in Retrieval-Augmented Language Generation—0
Toward Multi-Session Personalized Conversation: A Large-Scale Dataset and Hierarchical Tree Framework for Implicit ReasoningCode0
DiffCLIP: Differential Attention Meets CLIPCode2
Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving—0
HuixiangDou2: A Robustly Optimized GraphRAG ApproachCode7
StructVPR++: Distill Structural and Semantic Knowledge with Weighting Samples for Visual Place RecognitionCode0
ExGes: Expressive Human Motion Retrieval and Modulation for Audio-Driven Gesture Synthesis—0
Improving Access to Trade and Investment Information in Thailand through Intelligent Document Retrieval—0
Graph Retrieval-Augmented LLM for Conversational Recommendation Systems—0
Poisoned-MRAG: Knowledge Poisoning Attacks to Multimodal Retrieval Augmented Generation—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