GLM 5V Turbo

A CSPaper benchmark snapshot dated 20 July 2026 evaluates GLM-5V-Turbo alongside Gemini 3.1 Pro and GPT-5.6 Terra across 38 public venue and track rows drawn from a corpus of 700 expert-calibrated papers. GLM-5V-Turbo records the lowest NMAE at 0.165, the smallest mean bias at 0.000 (near zero), and an SRC ranking agre The same article notes that Gemini 3.1 Pro is the strongest ranker in the group with the most consistent paper ordering, while GPT-5.6 Terra produces the longest reviews but scores more strictly and ranks lower than GLM-5V-Turbo on accuracy. The piece frames the comparison as a multi-metric snapshot rather than a singl

The alphaXiv preprint presents GLM-5V-Turbo as a step toward native foundation models for multimodal agents, where agentic capability requires perceiving, interpreting, and acting over heterogeneous contexts such as images, videos, webpages, documents, and GUIs. The abstract frames multimodal perception as integrated i The paper summarizes main improvements across model design, multimodal training, reinforcement learning, toolchain expansion, and integration with agent frameworks, reporting strong performance in multimodal coding, visual tool use, and framework-based agentic tasks while preserving competitive text-only coding capabil