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 3451–3500 of 14297 papers

TitleStatusHype
RAG-RL: Advancing Retrieval-Augmented Generation via RL and Curriculum Learning—0
Knowledge-Aware Iterative Retrieval for Multi-Agent Systems—0
OSCAR: Online Soft Compression And Reranking—0
Business Entity Entropy—0
Integrating Chain-of-Thought and Retrieval Augmented Generation Enhances Rare Disease Diagnosis from Clinical Notes—0
AIstorian lets AI be a historian: A KG-powered multi-agent system for accurate biography generationCode0
Agent-Enhanced Large Language Models for Researching Political InstitutionsCode0
L2RSI: Cross-view LiDAR-based Place Recognition for Large-scale Urban Scenes via Remote Sensing Imagery—0
LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents—0
AttentionRAG: Attention-Guided Context Pruning in Retrieval-Augmented Generation—0
FG-RAG: Enhancing Query-Focused Summarization with Context-Aware Fine-Grained Graph RAGCode0
NeighborRetr: Balancing Hub Centrality in Cross-Modal RetrievalCode0
Quality Over Quantity? LLM-Based Curation for a Data-Efficient Audio-Video Foundation Model—0
Everything Can Be Described in Words: A Simple Unified Multi-Modal Framework with Semantic and Temporal Alignment—0
Revisiting Medical Image Retrieval via Knowledge Consolidation—0
Conversational Gold: Evaluating Personalized Conversational Search System using Gold NuggetsCode0
Considering Length Diversity in Retrieval-Augmented SummarizationCode0
Representation Retrieval Learning for Heterogeneous Data Integration—0
Memory-enhanced Retrieval Augmentation for Long Video Understanding—0
Object-Aware DINO (Oh-A-Dino): Enhancing Self-Supervised Representations for Multi-Object Instance Retrieval—0
GarmentPile: Point-Level Visual Affordance Guided Retrieval and Adaptation for Cluttered Garments Manipulation—0
Word2winners at SemEval-2025 Task 7: Multilingual and Crosslingual Fact-Checked Claim RetrievalCode0
Privacy-Enhancing Paradigms within Federated Multi-Agent SystemsCode0
In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue Agents—0
SignRep: Enhancing Self-Supervised Sign Representations—0
JurisTCU: A Brazilian Portuguese Information Retrieval Dataset with Query Relevance Judgments—0
LongEval at CLEF 2025: Longitudinal Evaluation of IR Model Performance—0
Perplexity Trap: PLM-Based Retrievers Overrate Low Perplexity DocumentsCode0
OpenRAG: Optimizing RAG End-to-End via In-Context Retrieval Learning—0
A Cascading Cooperative Multi-agent Framework for On-ramp Merging Control Integrating Large Language Models—0
LLM-based Corroborating and Refuting Evidence Retrieval for Scientific Claim Verification—0
A Survey on Knowledge-Oriented Retrieval-Augmented Generation—0
MaRI: Material Retrieval Integration across Domains—0
MultiConIR: Towards multi-condition Information RetrievalCode0
Training Plug-n-Play Knowledge Modules with Deep Context Distillation—0
KAP: MLLM-assisted OCR Text Enhancement for Hybrid Retrieval in Chinese Non-Narrative DocumentsCode0
Advancing Vietnamese Information Retrieval with Learning Objective and Benchmark—0
Enhancing Retrieval for ESGLLM via ESG-CID -- A Disclosure Content Index Finetuning Dataset for Mapping GRI and ESRS—0
Find your Needle: Small Object Image Retrieval via Multi-Object Attention Optimization—0
Anatomy-Aware Conditional Image-Text Retrieval—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
MapQA: Open-domain Geospatial Question Answering on Map Data—0
ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA—0
Talking to GDELT Through Knowledge Graphs—0
Toward Multi-Session Personalized Conversation: A Large-Scale Dataset and Hierarchical Tree Framework for Implicit ReasoningCode0
StructVPR++: Distill Structural and Semantic Knowledge with Weighting Samples for Visual Place RecognitionCode0
Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving—0
Graph Retrieval-Augmented LLM for Conversational Recommendation Systems—0
ExGes: Expressive Human Motion Retrieval and Modulation for Audio-Driven Gesture Synthesis—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