GLM-5.3-Flash: Frontier Intelligence, Flash Cost

Benchmark Model Rank Results
multimodal-reasoning-on-babyvisionGLM-5.3-Flash#1Accuracy: 53.4
agents-on-toolathlon-verified-108-tasksGLM-5.3-Flash#2Pass@1: 0.784
computer-use-agents-on-osworld-2-0GLM-5.3-Flash#2Success Rate: 59.1
video-question-answering-on-mvbenchGLM-5.3-Flash#2Avg.: 77.8
video-question-answering-on-mmvuGLM-5.3-Flash#3Accuracy: 80.5
agents-on-agents-last-exam-ale-cliGLM-5.3-Flash (Claude Code)#5Pass Rate: 26.3
agents-on-automationbench-publicGLM-5.3-Flash#5Success Rate: 48.8
code-generation-on-nl2repoGLM-5.3-Flash#6Accuracy: 56.3
code-generation-on-terminal-bench-2-1GLM-5.3-Flash (Claude Code)#11Accuracy: 84.3
code-generation-on-deepsweGLM-5.3-Flash (mini-swe-agent)#16Pass@1: 0.634
sentence-completion-on-hellaswagGLM-5.3-Flash-Base#27Accuracy: 87.1