GLM-4.7: Advancing the Coding Capability

Summary

2025-12-22 · ResearchGLM-4.7: Advancing the Coding CapabilityGLM-4.7, your new coding partner, is coming with the following features:Core Coding: GLM-4.7 brings clear gains, compared to its predecessor GLM-4.6, in multilingual agentic coding and terminal-based tasks, including (73.8%, +5.8%) on SWE-bench, (66.7%, +12.9%) on SWE-bench Multilingual, and (41%, +16.5%) on Terminal Bench 2.0. GLM-4.7 also supports thinking before acting, with significant improvements on complex tasks in mainstream agent frameworks such as Claude Code, Kilo Code, Cline, and Roo Code.Vibe Coding: GLM-4.7 takes a major step forward in UI quality. It produces cleaner, more modern webpages and generates better-looking slides with more accurate layout and sizing.Tool Using: GLM-4.7 achieves significantly improvements in Tool using. Significant better performances can be seen on benchmarks such as τ^2-Bench and on web browsing via BrowseComp.Complex Reasoning: GLM-4.7 delivers a substantial boost in mathematical and reasoning capabilities, achieving (42.8%, +12.4%) on the HLE (Humanity’s Last Exam) benchmark compared to GLM-4.6.You can also see significant improvements in many other scenarios such as chat, creative writing, and role-play scenario.Benchmark Performance. More detailed comparisons of GLM-4.7 with other models GPT-5, GPT-5.1-High, Claude Sonnet 4.5, Gemini 3.0 Pro, DeepSeek-V3.2, Kimi K2 Thinking, on 17 benchmarks (including 8 reasoning, 5 coding, and 3 agents benchmarks) can be seen in the below table.BenchmarkGLM-4.7GLM-4.6Kimi K2 ThinkingDeepSeek-V3.2Gemini 3.0 ProClaude Sonnet 4.5GPT-5 HighGPT-5.1 HighReasoningMMLU-Pro84.383.284.685.090.188.287.587.0GPQA-Diamond85.781.084.582.491.983.485.788.1HLE24.817.223.925.137.513.726.325.7HLE (w/ Tools)42.830.444.940.845.832.035.242.7AIME 202595.793.994.593.195.087.094.694.0HMMT Feb. 202597.189.289.492.597.579.288.396.3HMMT Nov. 202593.587.789.290.293.381.789.2-IMOAnswerBench82.073.578.678.383.365.876.0-LiveCodeBench-v684.982.883.183.390.7...