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 551–575 of 14297 papers

TitleStatusHype
Fashion-RAG: Multimodal Fashion Image Editing via Retrieval-Augmented Generation—0
Leveraging Automatic CAD Annotations for Supervised Learning in 3D Scene UnderstandingCode0
Secure Multifaceted-RAG for Enterprise: Hybrid Knowledge Retrieval with Security Filtering—0
RAG Without the Lag: Interactive Debugging for Retrieval-Augmented Generation Pipelines—0
FreshStack: Building Realistic Benchmarks for Evaluating Retrieval on Technical Documents—0
CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented GenerationCode1
Towards Lossless Token Pruning in Late-Interaction Retrieval ModelsCode1
Accommodate Knowledge Conflicts in Retrieval-augmented LLMs: Towards Reliable Response Generation in the Wild—0
Prototypes are Balanced Units for Efficient and Effective Partially Relevant Video Retrieval—0
CSMF: Cascaded Selective Mask Fine-Tuning for Multi-Objective Embedding-Based Retrieval—0
Building Russian Benchmark for Evaluation of Information Retrieval ModelsCode1
ACoRN: Noise-Robust Abstractive Compression in Retrieval-Augmented Language Models—0
Can LLMs reason over extended multilingual contexts? Towards long-context evaluation beyond retrieval and haystacksCode0
InstructRAG: Leveraging Retrieval-Augmented Generation on Instruction Graphs for LLM-Based Task Planning—0
Retrieval-Augmented Generation with Conflicting EvidenceCode1
Aspect-Based Summarization with Self-Aspect Retrieval Enhanced Generation—0
Validating LLM-Generated Relevance Labels for Educational Resource Search—0
Estimating Optimal Context Length for Hybrid Retrieval-augmented Multi-document SummarizationCode0
SemCORE: A Semantic-Enhanced Generative Cross-Modal Retrieval Framework with MLLMs—0
DART: Disease-aware Image-Text Alignment and Self-correcting Re-alignment for Trustworthy Radiology Report Generation—0
Learning Compatible Multi-Prize Subnetworks for Asymmetric RetrievalCode0
Optimizing Compound Retrieval Systems—0
Neighbor-Based Feature and Index Enhancement for Person Re-IdentificationCode0
Selective Demonstration Retrieval for Improved Implicit Hate Speech Detection—0
A Human-AI Comparative Analysis of Prompt Sensitivity in LLM-Based Relevance JudgmentCode0
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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