{"v":1,"id":"model:hf:unsloth/GLM-5.3-GGUF","slug":"model-unsloth-glm-5-3-gguf","kind":"model","category":"llm","title":"GLM-5.3-GGUF","summary":"See Unsloth Dynamic 3.0 GGUFs for our quantization benchmarks. You can now run GLM-5.3 in Unsloth Desktop with toggles for Low, High and Max thinking. Read our GLM-5.3 guide for analysis and instruct…","source":{"provider":"hf","ref":"unsloth/GLM-5.3-GGUF","url":"https://huggingface.co/unsloth/GLM-5.3-GGUF","rev":"346b3591c7f28d1a23716f97a065ecf12ec14771","fetchedAt":"2026-10-02T20:52:55.086Z","etag":"W/\"bb9f-0erju+ZnBhOHWgswpZyAbkv+g+0\""},"author":{"name":"unsloth","url":"https://huggingface.co/unsloth"},"license":{"spdx":null,"raw":"other","open":null,"note":"custom license: read it at the source before installing"},"metrics":{"downloads":577370,"downloadsWeek":327838,"likes":97,"stars":130156,"openIssues":2528,"lastRelease":{"tag":"v0.5.0","at":"2026-09-23T20:50:06Z"},"pushedAt":"2026-10-02T20:17:08Z","takenAt":"2026-10-02T20:52:55.086Z"},"tags":["transformers","gguf","unsloth","glm_moe_dsa","text-generation","en","zh","endpoints_compatible","conversational"],"pipeline":"text-generation","links":{"github":"ggml-org/llama.cpp","npm":"node-llama-cpp"},"updatedAt":"2026-08-29T02:35:58.000Z","collectedAt":"2026-10-02T20:52:55.086Z","review":{"numbers":["577,370 downloads on Hugging Face","97 likes","license other","45 GB for Q8_0/GLM-5.3-Q8_0-00001-of-00017.gguf","130,156 stars on ggml-org/llama.cpp","2,528 open issues and PRs","last release v0.5.0 on 2026-09-23","327,838 npm downloads a week for node-llama-cpp","latest node-llama-cpp@3.22.1"],"log":null},"trust":"unlabeled","health":{"status":"alive","checkedAt":"2026-10-02T20:52:55.086Z","http":200},"description":"# Read our How to [Run GLM-5.3 Guide!](https://unsloth.ai/docs/models/glm-5.3)\n\n  \n    See Unsloth Dynamic 3.0 GGUFs for our quantization benchmarks.\n  \n  \n    \n      \n    \n    \n      \n    \n    \n      \n    \n  \n    \n    You can now run GLM-5.3 in Unsloth Desktop with toggles for Low, High and Max thinking.\n    Read our GLM-5.3 guide for analysis and instructions.\n    \n\n---\n\n# GLM-5.3\n\nGLM-5.3 uses the same base model as GLM-5.2 — every gain comes from post-training. Compared with GLM-5.2, it is much better at complex coding and long-horizon tasks:\n\n+ Stronger Coding: GLM-5.3 is the most capable open-weights model for coding, with a 50% improvement over GLM-5.2 on our in-house Z.ai Code Bench. It also achieve open-source SOTA on public benchmarks including Terminal Bench 3.0 and Agents' Last Exam.\n+ Emergent Cyber Capability: As we scaled post-training, cyber capability developed faster than we expected. GLM-5.3 is state of the art on CyberGym for vulnerability discovery, and its gains are largest further up the exploitation chain, where it more than doubles GLM-5.2 on exploitation benchmarks.\n\n## Benchmark\n\n| Benchmark                    | GLM-5.3   | GLM-5.2 | Kimi K3  | DeepSeek-V4 Pro-0813 | Qwen3.8-Max | Opus 4.8 | Fable 5 (w/ fallback) | GPT-5.6 Sol   |\n|------------------------------|-----------|---------|----------|----------------------|-------------|----------|-----------------------|---------------|\n| Terminal Bench 2.1           | 88.2      | 81.0    | 88.3     | 87.9                 | 86.6        | 85.0     | 88.0                  | **88.8**      |\n| Terminal Bench 3.0           | 28.3      | 4.6     | 17.4     | –                    | –           | 21.1     | 33.7                  | **34.6**      |\n| DeepSWE (v1.1)               | 66.9      | 46.2    | 67.5     | 62.7                 | 56.6        | 58.0     | 69.7                  | **72.7**      |\n| NL2Repo                      | 58.0      | 48.9…\n\nSource: 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