ParetoRAG: Leveraging Sentence-Context Attention for Robust and Efficient Retrieval-Augmented Generation

no code implementations • 12 Feb 2025 • Ruobing Yao, Yifei Zhang, Shuang Song, Yuhua Liu, Neng Gao, Chenyang Tu

While Retrieval-Augmented Generation (RAG) systems enhance Large Language Models (LLMs) by incorporating external knowledge, they still face persistent challenges in retrieval inefficiency and the inability of LLMs to filter out irrelevant information.

RAG Retrieval +1

First Multi-Dimensional Evaluation of Flowchart Comprehension for Multimodal Large Language Models

2 code implementations • 14 Jun 2024 • Enming Zhang, Ruobing Yao, Huanyong Liu, Junhui Yu, Jiale Wang

We propose the first comprehensive method, FlowCE, to assess MLLMs across various dimensions for tasks related to flowcharts.