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 2526–2550 of 14297 papers

TitleStatusHype
W-RAG: Weakly Supervised Dense Retrieval in RAG for Open-domain Question AnsweringCode1
Retail-GPT: leveraging Retrieval Augmented Generation (RAG) for building E-commerce Chat AssistantsCode1
Graph Retrieval-Augmented Generation: A SurveyCode3
DM2RM: Dual-Mode Multimodal Ranking for Target Objects and Receptacles Based on Open-Vocabulary Instructions—0
RAGChecker: A Fine-grained Framework for Diagnosing Retrieval-Augmented GenerationCode5
Mamba Retriever: Utilizing Mamba for Effective and Efficient Dense Retrieval—0
Fast Training Dataset Attribution via In-Context Learning—0
Fact or Fiction? Improving Fact Verification with Knowledge Graphs through Simplified Subgraph RetrievalsCode0
Large Language Models Know What Makes Exemplary Contexts—0
NeuroPapyri: A Deep Attention Embedding Network for Handwritten Papyri Retrieval—0
Exploring Retrieval Augmented Generation in ArabicCode0
Disentangle and denoise: Tackling context misalignment for video moment retrieval—0
Bridging Information Asymmetry in Text-video Retrieval: A Data-centric Approach—0
WeKnow-RAG: An Adaptive Approach for Retrieval-Augmented Generation Integrating Web Search and Knowledge Graphs—0
BMX: Entropy-weighted Similarity and Semantic-enhanced Lexical SearchCode3
OpenResearcher: Unleashing AI for Accelerated Scientific ResearchCode3
SparkRA: A Retrieval-Augmented Knowledge Service System Based on Spark Large Language Model—0
Hierarchical Structured Neural Network: Efficient Retrieval Scaling for Large Scale Recommendation—0
Bayesian inference to improve quality of Retrieval Augmented Generation—0
Speech vs. Transcript: Does It Matter for Human Annotators in Speech Summarization?Code0
Optimizing RAG Techniques for Automotive Industry PDF Chatbots: A Case Study with Locally Deployed Ollama Models—0
Efficiency Unleashed: Inference Acceleration for LLM-based Recommender Systems with Speculative DecodingCode0
Contrastive masked auto-encoders based self-supervised hashing for 2D image and 3D point cloud cross-modal retrieval—0
Context-Driven Index Trimming: A Data Quality Perspective to Enhancing Precision of RALMsCode0
Cross-view image geo-localization with Panorama-BEV Co-Retrieval NetworkCode2
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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