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

Showing 38013850 of 14297 papers

TitleStatusHype
Causal Graphs Meet Thoughts: Enhancing Complex Reasoning in Graph-Augmented LLMsCode0
Billion-scale Similarity Search Using a Hybrid Indexing Approach with Advanced Filtering0
LeCoPCR: Legal Concept-guided Prior Case Retrieval for European Court of Human Rights cases0
Retrievals Can Be Detrimental: A Contrastive Backdoor Attack Paradigm on Retrieval-Augmented Diffusion Models0
Full-Stack Optimized Large Language Models for Lifelong Sequential Behavior Comprehension in RecommendationCode0
RPO: Retrieval Preference Optimization for Robust Retrieval-Augmented Generation0
Large Vision-Language Models for Knowledge-Grounded Data Annotation of MemesCode0
Automatic Fact-Checking with Frame-Semantics0
StreamingRAG: Real-time Contextual Retrieval and Generation Framework0
Revisiting CLIP: Efficient Alignment of 3D MRI and Tabular Data using Domain-Specific Foundation ModelsCode0
RAMQA: A Unified Framework for Retrieval-Augmented Multi-Modal Question AnsweringCode0
Improving Contextual Faithfulness of Large Language Models via Retrieval Heads-Induced Optimization0
K-COMP: Retrieval-Augmented Medical Domain Question Answering With Knowledge-Injected CompressorCode0
GraphRAG under Fire0
RELexED: Retrieval-Enhanced Legal Summarization with Exemplar Diversity0
CAPRAG: A Large Language Model Solution for Customer Service and Automatic Reporting using Vector and Graph Retrieval-Augmented Generation0
Deep Learning-Based Identification of Inconsistent Method Names: How Far Are We?0
WisdomBot: Tuning Large Language Models with Artificial Intelligence Knowledge0
Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home0
Hybrid Losses for Hierarchical Embedding LearningCode0
Retrieval-Augmented Neural Field for HRTF Upsampling and PersonalizationCode0
RAG-Reward: Optimizing RAG with Reward Modeling and RLHF0
Triplet Synthesis For Enhancing Composed Image Retrieval via Counterfactual Image Generation0
Optimizing Leaky Private Information Retrieval Codes to Achieve O( K) Leakage Ratio Exponent0
ALoFTRAG: Automatic Local Fine Tuning for Retrieval Augmented GenerationCode0
Multi-Modality Transformer for E-Commerce: Inferring User Purchase Intention to Bridge the Query-Product Gap0
MASS: Overcoming Language Bias in Image-Text Matching0
RACCOON: A Retrieval-Augmented Generation Approach for Location Coordinate Capture from News ArticlesCode0
ImageRef-VL: Enabling Contextual Image Referencing in Vision-Language ModelsCode0
Question-to-Question Retrieval for Hallucination-Free Knowledge Access: An Approach for Wikipedia and Wikidata Question Answering0
KEIR @ ECIR 2025: The Second Workshop on Knowledge-Enhanced Information Retrieval0
Poison-RAG: Adversarial Data Poisoning Attacks on Retrieval-Augmented Generation in Recommender SystemsCode0
TutorLLM: Customizing Learning Recommendations with Knowledge Tracing and Retrieval-Augmented Generation0
TSVC:Tripartite Learning with Semantic Variation Consistency for Robust Image-Text Retrieval0
Generative Retrieval for Book search0
A Method for Multi-Hop Question Answering on Persian Knowledge Graph0
Learn-by-interact: A Data-Centric Framework for Self-Adaptive Agents in Realistic Environments0
Multi-modal Fusion and Query Refinement Network for Video Moment Retrieval and Highlight Detection0
A Resource-Efficient Training Framework for Remote Sensing Text--Image RetrievalCode0
GEC-RAG: Improving Generative Error Correction via Retrieval-Augmented Generation for Automatic Speech Recognition Systems0
Passage Segmentation of Documents for Extractive Question Answering0
Dialogue Benchmark Generation from Knowledge Graphs with Cost-Effective Retrieval-Augmented LLMsCode0
Multi-stage Training of Bilingual Islamic LLM for Neural Passage Retrieval0
AirRAG: Activating Intrinsic Reasoning for Retrieval Augmented Generation via Tree-based Search0
FRAG: A Flexible Modular Framework for Retrieval-Augmented Generation based on Knowledge Graphs0
ArxEval: Evaluating Retrieval and Generation in Language Models for Scientific Literature0
CyberMentor: AI Powered Learning Tool Platform to Address Diverse Student Needs in Cybersecurity EducationCode0
Conversational Text Extraction with Large Language Models Using Retrieval-Augmented Systems0
Shape-Based Single Object Classification Using Ensemble Method Classifiers0
To Retrieve or Not to Retrieve? Uncertainty Detection for Dynamic Retrieval Augmented Generation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second183.53Unverified
2ElasticsearchQueries per second21.8Unverified
3BM25-PTQueries per second6.49Unverified
4Rank-BM25Queries per second1.18Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second20.88Unverified
2ElasticsearchQueries per second7.11Unverified
3Rank-BM25Queries per second0.04Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second41.85Unverified
2ElasticsearchQueries per second12.16Unverified
3Rank-BM25Queries per second0.1Unverified
#ModelMetricClaimedVerifiedStatus
1FLMRRecall@589.32Unverified
2RA-VQARecall@582.84Unverified
#ModelMetricClaimedVerifiedStatus
1PreFLMRRecall@562.1Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP-KIStext-to-video Mean Rank30Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4OutfitRecall@57.59Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1COLTCOMP@84.55Unverified
#ModelMetricClaimedVerifiedStatus
1hello0L1,121,222Unverified