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 851–900 of 14297 papers

TitleStatusHype
Retrieval-Augmented Generation with Hierarchical KnowledgeCode4
Conversational Gold: Evaluating Personalized Conversational Search System using Gold NuggetsCode0
Object-Aware DINO (Oh-A-Dino): Enhancing Self-Supervised Representations for Multi-Object Instance Retrieval—0
Exploring the best way for UAV visual localization under Low-altitude Multi-view Observation Condition: a BenchmarkCode2
MoC: Mixtures of Text Chunking Learners for Retrieval-Augmented Generation SystemCode3
VLog: Video-Language Models by Generative Retrieval of Narration VocabularyCode4
Word2winners at SemEval-2025 Task 7: Multilingual and Crosslingual Fact-Checked Claim RetrievalCode0
Considering Length Diversity in Retrieval-Augmented SummarizationCode0
Representation Retrieval Learning for Heterogeneous Data Integration—0
Revisiting Medical Image Retrieval via Knowledge Consolidation—0
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement LearningCode7
Everything Can Be Described in Words: A Simple Unified Multi-Modal Framework with Semantic and Temporal Alignment—0
GarmentPile: Point-Level Visual Affordance Guided Retrieval and Adaptation for Cluttered Garments Manipulation—0
Quality Over Quantity? LLM-Based Curation for a Data-Efficient Audio-Video Foundation Model—0
Memory-enhanced Retrieval Augmentation for Long Video Understanding—0
MaRI: Material Retrieval Integration across Domains—0
LongEval at CLEF 2025: Longitudinal Evaluation of IR Model Performance—0
OpenRAG: Optimizing RAG End-to-End via In-Context Retrieval Learning—0
Perplexity Trap: PLM-Based Retrievers Overrate Low Perplexity DocumentsCode0
A Survey on Knowledge-Oriented Retrieval-Augmented Generation—0
Efficient Many-Shot In-Context Learning with Dynamic Block-Sparse AttentionCode1
In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue Agents—0
JurisTCU: A Brazilian Portuguese Information Retrieval Dataset with Query Relevance Judgments—0
Beyond Outlining: Heterogeneous Recursive Planning for Adaptive Long-form Writing with Language ModelsCode4
SignRep: Enhancing Self-Supervised Sign Representations—0
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