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 1976–2000 of 14297 papers

TitleStatusHype
Retrieval-Augmented Diffusion Models for Time Series ForecastingCode2
Aggregated Knowledge Model: Enhancing Domain-Specific QA with Fine-Tuned and Retrieval-Augmented Generation Models—0
LongRAG: A Dual-Perspective Retrieval-Augmented Generation Paradigm for Long-Context Question AnsweringCode2
SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains—0
PtychoFormer: A Transformer-based Model for Ptychographic Phase Retrieval—0
ProveRAG: Provenance-Driven Vulnerability Analysis with Automated Retrieval-Augmented LLMsCode0
Denoise-I2W: Mapping Images to Denoising Words for Accurate Zero-Shot Composed Image RetrievalCode0
Trustworthy Alignment of Retrieval-Augmented Large Language Models via Reinforcement LearningCode1
Beyond Retrieval: Generating Narratives in Conversational Recommender Systems—0
Distill-SynthKG: Distilling Knowledge Graph Synthesis Workflow for Improved Coverage and Efficiency—0
Enhancing Answer Attribution for Faithful Text Generation with Large Language Models—0
Atomic Fact Decomposition Helps Attributed Question Answering—0
Bridging Search and Recommendation in Generative Retrieval: Does One Task Help the Other?—0
STAR: A Simple Training-free Approach for Recommendations using Large Language Models—0
Do Audio-Language Models Understand Linguistic Variations?—0
Improve Dense Passage Retrieval with Entailment Tuning—0
Unleashing the Potential of Multi-Channel Fusion in Retrieval for Personalized Recommendations—0
A Survey of Conversational Search—0
Test-time Adaptation for Cross-modal Retrieval with Query Shift—0
Building A Coding Assistant via the Retrieval-Augmented Language ModelCode1
RAC: Efficient LLM Factuality Correction with Retrieval AugmentationCode0
MoRE: Multi-Modal Contrastive Pre-training with Transformers on X-Rays, ECGs, and Diagnostic ReportCode0
Centrality-aware Product Retrieval and Ranking—0
Using GPT Models for Qualitative and Quantitative News Analytics in the 2024 US Presidental Election Process—0
RAG4ITOps: A Supervised Fine-Tunable and Comprehensive RAG Framework for IT Operations and Maintenance—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