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 651–675 of 14297 papers

TitleStatusHype
Leveraging LLMs for Utility-Focused Annotation: Reducing Manual Effort for Retrieval and RAG—0
TC-MGC: Text-Conditioned Multi-Grained Contrastive Learning for Text-Video RetrievalCode0
Unleashing the Power of LLMs in Dense Retrieval with Query Likelihood Modeling—0
GraphRAFT: Retrieval Augmented Fine-Tuning for Knowledge Graphs on Graph DatabasesCode0
Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM CollaborationCode1
CCSK:Cognitive Convection of Self-Knowledge Based Retrieval Augmentation for Large Language Models—0
RS-RAG: Bridging Remote Sensing Imagery and Comprehensive Knowledge with a Multi-Modal Dataset and Retrieval-Augmented Generation Model—0
Lightweight and Direct Document Relevance Optimization for Generative Information RetrievalCode1
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models—0
QE-RAG: A Robust Retrieval-Augmented Generation Benchmark for Query Entry Errors—0
How Relevance Emerges: Interpreting LoRA Fine-Tuning in Reranking LLMs—0
UniRVQA: A Unified Framework for Retrieval-Augmented Vision Question Answering via Self-Reflective Joint Training—0
Towards Robust Offline Evaluation: A Causal and Information Theoretic Framework for Debiasing Ranking Systems—0
REJEPA: A Novel Joint-Embedding Predictive Architecture for Efficient Remote Sensing Image Retrieval—0
Multilingual Retrieval-Augmented Generation for Knowledge-Intensive Task—0
Learning Sparse Disentangled Representations for Multimodal Exclusion Retrieval—0
Generative AI Enhanced Financial Risk Management Information RetrievalCode0
Joint Retrieval of Cloud properties using Attention-based Deep Learning Models—0
Practical Poisoning Attacks against Retrieval-Augmented Generation—0
Efficient Dynamic Clustering-Based Document Compression for Retrieval-Augmented-GenerationCode1
EnrichIndex: Using LLMs to Enrich Retrieval Indices Offline—0
Talk2X -- An Open-Source Toolkit Facilitating Deployment of LLM-Powered Chatbots on the WebCode0
AutoSSVH: Exploring Automated Frame Sampling for Efficient Self-Supervised Video HashingCode0
RANa: Retrieval-Augmented Navigation—0
AD-GPT: Large Language Models in Alzheimer's Disease—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