BestHub
Sign in
Data Party THU
Data Party THU
Sep 21, 2025 · Artificial Intelligence

How the New ECD Dataset Supercharges Multimodal LLM Chart Understanding

The paper introduces the Effective Chart Dataset (ECD), a large, high‑quality, diverse synthetic chart collection and the ECDBench benchmark, detailing a five‑stage modular synthesis pipeline, extensive QA generation, and experiments that show consistent performance gains for open‑source multimodal large language models on chart‑understanding tasks.

AIChart UnderstandingMLLM
0 likes · 9 min read
How the New ECD Dataset Supercharges Multimodal LLM Chart Understanding
AI Frontier Lectures
AI Frontier Lectures
Apr 3, 2025 · Artificial Intelligence

How ChartMoE Uses Sparse MoE to Master Chart Understanding and Preserve General Knowledge

ChartMoE, an oral paper at ICLR 2025, introduces a multi‑stage alignment training pipeline and a diversified MoE Connector that dramatically improves chart comprehension while maintaining performance on general multimodal tasks, backed by extensive data construction, training recipes, and thorough evaluations.

Chart UnderstandingChartMoEMixture of Experts
0 likes · 10 min read
How ChartMoE Uses Sparse MoE to Master Chart Understanding and Preserve General Knowledge