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 3001–3050 of 14297 papers

TitleStatusHype
Ranking Free RAG: Replacing Re-ranking with Selection in RAG for Sensitive Domains—0
InfoDeepSeek: Benchmarking Agentic Information Seeking for Retrieval-Augmented Generation—0
Do RAG Systems Suffer From Positional Bias?—0
Highlighting What Matters: Promptable Embeddings for Attribute-Focused Image Retrieval—0
LiveVLM: Efficient Online Video Understanding via Streaming-Oriented KV Cache and Retrieval—0
How Do Large Vision-Language Models See Text in Image? Unveiling the Distinctive Role of OCR Heads—0
An Alternative to FLOPS Regularization to Effectively Productionize SPLADE-Doc—0
Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective—0
HDLxGraph: Bridging Large Language Models and HDL Repositories via HDL Graph DatabasesCode0
Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization—0
MIRB: Mathematical Information Retrieval BenchmarkCode0
Scalable Defense against In-the-wild Jailbreaking Attacks with Safety Context Retrieval—0
ChartCards: A Chart-Metadata Generation Framework for Multi-Task Chart UnderstandingCode0
SCENIR: Visual Semantic Clarity through Unsupervised Scene Graph RetrievalCode0
Data-Efficient Hate Speech Detection via Cross-Lingual Nearest Neighbor Retrieval with Limited Labeled Data—0
SCAN: Semantic Document Layout Analysis for Textual and Visual Retrieval-Augmented Generation—0
RAVENEA: A Benchmark for Multimodal Retrieval-Augmented Visual Culture UnderstandingCode0
NExT-Search: Rebuilding User Feedback Ecosystem for Generative AI Search—0
Beyond Text: Unveiling Privacy Vulnerabilities in Multi-modal Retrieval-Augmented Generation—0
Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment—0
Studying the Role of Input-Neighbor Overlap in Retrieval-Augmented Language Models Training Efficiency—0
Multimodal RAG-driven Anomaly Detection and Classification in Laser Powder Bed Fusion using Large Language Models—0
Automatic Dataset Generation for Knowledge Intensive Question Answering Tasks—0
Knowledge Graph Based Repository-Level Code Generation—0
Divide by Question, Conquer by Agent: SPLIT-RAG with Question-Driven Graph Partitioning—0
Reinforcing Question Answering Agents with Minimalist Policy Gradient Optimization—0
VulCPE: Context-Aware Cybersecurity Vulnerability Retrieval and Management—0
Rank-K: Test-Time Reasoning for Listwise RerankingCode0
RA-Touch: Retrieval-Augmented Touch Understanding with Enriched Visual Data—0
Cross-Domain Diffusion with Progressive Alignment for Efficient Adaptive Retrieval—0
Duluth at SemEval-2025 Task 7: TF-IDF with Optimized Vector Dimensions for Multilingual Fact-Checked Claim RetrievalCode0
Sense and Sensitivity: Examining the Influence of Semantic Recall on Long Context Code Reasoning—0
Optimizing Retrieval Augmented Generation for Object Constraint Language—0
Cross-Lingual Representation Alignment Through Contrastive Image-Caption TuningCode0
GMM-Based Comprehensive Feature Extraction and Relative Distance Preservation For Few-Shot Cross-Modal Retrieval—0
TSPulse: Dual Space Tiny Pre-Trained Models for Rapid Time-Series Analysis—0
Accelerating Adaptive Retrieval Augmented Generation via Instruction-Driven Representation Reduction of Retrieval Overlaps—0
FreeKV: Boosting KV Cache Retrieval for Efficient LLM Inference—0
LLM-Based Compact Reranking with Document Features for Scientific Retrieval—0
Know3-RAG: A Knowledge-aware RAG Framework with Adaptive Retrieval, Generation, and FilteringCode0
Towards A Generalist Code Embedding Model Based On Massive Data Synthesis—0
LLM-based Query Expansion Fails for Unfamiliar and Ambiguous QueriesCode0
JIR-Arena: The First Benchmark Dataset for Just-in-time Information RecommendationCode0
CAIM: Development and Evaluation of a Cognitive AI Memory Framework for Long-Term Interaction with Intelligent Agents—0
RAR: Setting Knowledge Tripwires for Retrieval Augmented Rejection—0
Contrastive Alignment with Semantic Gap-Aware Corrections in Text-Video RetrievalCode0
PoisonArena: Uncovering Competing Poisoning Attacks in Retrieval-Augmented GenerationCode0
Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering—0
Beyond Retrieval: Joint Supervision and Multimodal Document Ranking for Textbook Question Answering—0
Unveiling Knowledge Utilization Mechanisms in LLM-based 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