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 3676–3700 of 14297 papers

TitleStatusHype
Multi-Turn Multi-Modal Question Clarification for Enhanced Conversational Understanding—0
Revisiting Robust RAG: Do We Still Need Complex Robust Training in the Era of Powerful LLMs?—0
If Attention Serves as a Cognitive Model of Human Memory Retrieval, What is the Plausible Memory Representation?—0
RoseRAG: Robust Retrieval-augmented Generation with Small-scale LLMs via Margin-aware Preference Optimization—0
Investigating Language Preference of Multilingual RAG Systems—0
Vendi-RAG: Adaptively Trading-Off Diversity And Quality Significantly Improves Retrieval Augmented Generation With LLMs—0
Improving Scientific Document Retrieval with Concept Coverage-based Query Set Generation—0
QuOTE: Question-Oriented Text Embeddings—0
Improving Similar Case Retrieval Ranking Performance By Revisiting RankSVMCode0
SpeechT-RAG: Reliable Depression Detection in LLMs with Retrieval-Augmented Generation Using Speech Timing Information—0
TPCap: Unlocking Zero-Shot Image Captioning with Trigger-Augmented and Multi-Modal Purification Modules—0
CacheFocus: Dynamic Cache Re-Positioning for Efficient Retrieval-Augmented Generation—0
An Open-Source Web-Based Tool for Evaluating Open-Source Large Language Models Leveraging Information Retrieval from Custom Documents—0
NitiBench: A Comprehensive Studies of LLM Frameworks Capabilities for Thai Legal Question AnsweringCode0
Dataset Protection via Watermarked Canaries in Retrieval-Augmented LLMs—0
Retrieval-augmented Encoders for Extreme Multi-label Text Classification—0
LSTM-based Selective Dense Text Retrieval Guided by Sparse Lexical Retrieval—0
Post-training an LLM for RAG? Train on Self-Generated Demonstrations—0
Optimal lower Lipschitz bounds for ReLU layers, saturation, and phase retrieval—0
Agentic Verification for Ambiguous Query Disambiguation—0
ArchRAG: Attributed Community-based Hierarchical Retrieval-Augmented Generation—0
Improving TCM Question Answering through Tree-Organized Self-Reflective Retrieval with LLMs—0
Semantic Ads Retrieval at Walmart eCommerce with Language Models Progressively Trained on Multiple Knowledge Domains—0
KIMAs: A Configurable Knowledge Integrated Multi-Agent System—0
ImageRAG: Dynamic Image Retrieval for Reference-Guided Image 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