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

Showing 36513675 of 14297 papers

TitleStatusHype
LLM4Tag: Automatic Tagging System for Information Retrieval via Large Language Models0
HopRAG: Multi-Hop Reasoning for Logic-Aware Retrieval-Augmented Generation0
Beyond Seen Data: Improving KBQA Generalization Through Schema-Guided Logical Form GenerationCode0
MomentSeeker: A Task-Oriented Benchmark For Long-Video Moment Retrieval0
Range Retrieval with Graph-Based Indices0
Towards an automated workflow in materials science for combining multi-modal simulative and experimental information using data mining and large language models0
Improving Clinical Question Answering with Multi-Task Learning: A Joint Approach for Answer Extraction and Medical Categorization0
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation0
Dr Web: a modern, query-based web data retrieval engineCode0
Testing Prompt Engineering Methods for Knowledge Extraction from TextCode0
RAPID: Retrieval Augmented Training of Differentially Private Diffusion ModelsCode0
Retrieval-augmented systems can be dangerous medical communicators0
A^2ATS: Retrieval-Based KV Cache Reduction via Windowed Rotary Position Embedding and Query-Aware Vector Quantization0
Infinite Retrieval: Attention Enhanced LLMs in Long-Context Processing0
REAL-MM-RAG: A Real-World Multi-Modal Retrieval Benchmark0
Does RAG Really Perform Bad For Long-Context Processing?0
GPU-accelerated Multi-relational Parallel Graph Retrieval for Web-scale Recommendations0
FineFilter: A Fine-grained Noise Filtering Mechanism for Retrieval-Augmented Large Language Models0
Descriminative-Generative Custom Tokens for Vision-Language Models0
FaMTEB: Massive Text Embedding Benchmark in Persian Language0
Multi-Turn Multi-Modal Question Clarification for Enhanced Conversational Understanding0
Fast or Better? Balancing Accuracy and Cost in Retrieval-Augmented Generation with Flexible User ControlCode0
Cognitive-Aligned Document Selection for Retrieval-augmented Generation0
CLASS: Enhancing Cross-Modal Text-Molecule Retrieval Performance and Training Efficiency0
Multi-Modal Retrieval Augmentation for Open-Ended and Knowledge-Intensive Video Question Answering0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second183.53Unverified
2ElasticsearchQueries per second21.8Unverified
3BM25-PTQueries per second6.49Unverified
4Rank-BM25Queries per second1.18Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second20.88Unverified
2ElasticsearchQueries per second7.11Unverified
3Rank-BM25Queries per second0.04Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second41.85Unverified
2ElasticsearchQueries per second12.16Unverified
3Rank-BM25Queries per second0.1Unverified
#ModelMetricClaimedVerifiedStatus
1FLMRRecall@589.32Unverified
2RA-VQARecall@582.84Unverified
#ModelMetricClaimedVerifiedStatus
1PreFLMRRecall@562.1Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP-KIStext-to-video Mean Rank30Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4OutfitRecall@57.59Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1COLTCOMP@84.55Unverified
#ModelMetricClaimedVerifiedStatus
1hello0L1,121,222Unverified