Losing the Plot: How VLM responses degrade on imperfect charts

Philip Wootaek Shin, Jack Sampson, Vijaykrishnan Narayanan +2

Vision language models (VLMs) show strong results on chart understanding, yet existing benchmarks assume clean figures and fact based queries. Real world charts often contain disto…