{"v":1,"id":"model:hf:unsloth/GLM-5.2-GGUF","slug":"model-unsloth-glm-5-2-gguf","kind":"model","category":"llm","title":"GLM-5.2-GGUF","summary":"See Unsloth Dynamic 2.0 GGUFs for our quantization benchmarks. You can now run GLM-5.2 in Unsloth Studio with toggles for High and Max thinking. Read our GLM-5.2 guide for analysis and instructions.…","source":{"provider":"hf","ref":"unsloth/GLM-5.2-GGUF","url":"https://huggingface.co/unsloth/GLM-5.2-GGUF","rev":"abc55e72527792c6e77069c99b4cb7de16fa9f23","fetchedAt":"2026-10-02T20:53:55.087Z","etag":"W/\"1133d-ydBhYzOBlWFTvGAYv8+ER08z9/I\""},"author":{"name":"unsloth","url":"https://huggingface.co/unsloth"},"license":{"spdx":"mit","raw":"mit","open":true},"metrics":{"downloads":324023,"downloadsWeek":327838,"likes":647,"stars":130156,"openIssues":2528,"lastRelease":{"tag":"v0.5.0","at":"2026-09-23T20:50:06Z"},"pushedAt":"2026-10-02T20:17:08Z","takenAt":"2026-10-02T20:53:55.087Z"},"tags":["gguf","glm_moe_dsa","unsloth","text-generation","en","zh","endpoints_compatible","conversational"],"pipeline":"text-generation","links":{"github":"ggml-org/llama.cpp","npm":"node-llama-cpp"},"updatedAt":"2026-06-23T15:18:23.000Z","collectedAt":"2026-10-02T20:53:55.087Z","review":{"numbers":["324,023 downloads on Hugging Face","647 likes","license mit","0.0 GB for UD-Q4_K_M/GLM-5.2-UD-Q4_K_M-00001-of-00011.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":"2026-10-02T20:53:55.087Z","http":200},"description":"# Read our How to [Run GLM-5.2 Guide!](https://unsloth.ai/docs/models/glm-5.2)\n\n  \n    See Unsloth Dynamic 2.0 GGUFs for our quantization benchmarks.\n  \n  \n    \n      \n    \n    \n      \n    \n    \n      \n    \n  \n    \n    You can now run GLM-5.2 in Unsloth Studio with toggles for High and Max thinking.\n    Read our GLM-5.2 guide for analysis and instructions.\n    See below for example of 1-bit UD-IQ1_M GGUF running in Unsloth:\n    \n\n---\n\n# GLM-5.2\n\n    👋 Join our WeChat or Discord community.\n    \n    📖 Check out the GLM-5.2 blog and GLM-5 Technical report.\n    \n    📍 Use GLM-5.2 API services on Z.ai API Platform. \n    \n    🔜 Try GLM-5.2 here.  \n\n    [Paper] \n    [GitHub]\n\n## Introduction\n\nWe're introducing GLM-5.2, our latest flagship model for long-horizon tasks. It marks a substantial leap in long-horizon task capability over its predecessor GLM-5.1 and, for the first time, delivers that capability on a **solid 1M-token context**. GLM-5.2's new capabilities include:\n- **Solid 1M Context:** A solid 1M-token context that stably sustains long-horizon work\n- **Advanced Coding with Flexible Effort**: Stronger coding capabilities with multiple thinking effort levels to balance performance and latency\n- **Improved Architecture**: We propose [IndexShare](https://arxiv.org/abs/2603.12201), which reuses the same indexer across every four sparse attention layers, reducing per-token FLOPs by 2.9× at a 1M context length. We also improve GLM-5.2’s MTP layer for speculative decoding, increasing the acceptance length by up to 20%\n- **Pure Open**: An MIT open-source license — no regional limits, technical access without borders\n\n## Benchmark\n\n|Benchmark|GLM-5.2|GLM-5.1|Qwen3.7-Max|MiniMax M3|DeepSeek-V4-Pro|Claude Opus 4.8|GPT-5.5|Gemini 3.1 Pro|\n|:---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|\n|Reasoning|||||||||||\n|HLE|40.5|31|41.4|37|37.7|49.8*|41.4*|45|\n|HLE (w/ Tools)|54.7|52.3|53.5|-|48.2|57.9*|52.2*|51.4*|\n|CritPt…\n\nSource: 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