| ---
|
| license: other
|
| pretty_name: GLM-5.2 — CoT Library
|
| language:
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| - en
|
| - zh
|
| task_categories:
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| - text-generation
|
| size_categories:
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| - 10K<n<100K
|
| tags:
|
| - glm
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| - glm-5.2
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| - zhipu
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| - chain-of-thought
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| - reasoning
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| - content-verified
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| - maintained-mirror
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| - deduplicated
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| configs:
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| - config_name: default
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| data_files:
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| - split: train
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| path: data/train-*.parquet
|
| ---
|
| <p align="center">
|
| <img src="https://huggingface.co/datasets/Crownelius/GLM-5.2-CoT-Library/resolve/main/assets/glm-5.2_banner.png" alt="GLM-5.2 — CoT Library" width="100%">
|
| </p>
|
|
|
| <div align="center">
|
|
|
| # GLM-5.2 — CoT Library
|
|
|
| <strong>A maintained mirror of publicly-available <em>GLM-5.2</em> chain-of-thought datasets on Hugging Face — content-verified, deduplicated, and attributed to their original authors.</strong>
|
|
|
| <img src="https://img.shields.io/badge/rows-41%2C333-28b7ff?style=for-the-badge&labelColor=04141f">
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| <img src="https://img.shields.io/badge/vendor-Zhipu%20AI-8fe6ff?style=for-the-badge&labelColor=04141f">
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| <img src="https://img.shields.io/badge/type-maintained%20mirror-39ff14?style=for-the-badge&labelColor=04141f">
|
|
|
| [`Dataset Viewer`](https://huggingface.co/datasets/Crownelius/GLM-5.2-CoT-Library/viewer/default/train) | [`Parquet`](data/)
|
|
|
| </div>
|
|
|
| <div style="background:#04141f;border:1px solid #28b7ff;border-radius:12px;padding:16px 18px;margin:18px 0;color:#8fe6ff;">
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| <div style="font-size:12px;text-transform:uppercase;letter-spacing:.2em;color:#28b7ff;">// what this is</div>
|
| <p style="margin:8px 0 0;"><strong>A maintained library — a community mirror of publicly-available GLM-5.2 CoT datasets</strong>, aggregated, validity-filtered and content-verified, with per-row source attribution in <code>first_source_dataset</code>. <strong>It is not Crownelius' own data</strong> — every row belongs to the uploader credited below. Reasoning, science and logic-puzzle chain-of-thought plus agentic coding traces.</p>
|
| </div>
|
|
|
| <div style="display:flex;flex-wrap:wrap;gap:10px;margin:14px 0;">
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| <div style="flex:1;min-width:150px;border-left:3px solid #28b7ff;background:#04141f;padding:12px 14px;"><strong style="font-size:24px;color:#8fe6ff;">41,333</strong><br><span style="font-size:12px;color:#8fb2bd;">verified rows</span></div>
|
| <div style="flex:1;min-width:150px;border-left:3px solid #28b7ff;background:#04141f;padding:12px 14px;"><strong style="font-size:24px;color:#8fe6ff;">7</strong><br><span style="font-size:12px;color:#8fb2bd;">contributing datasets</span></div>
|
| <div style="flex:1;min-width:150px;border-left:3px solid #28b7ff;background:#04141f;padding:12px 14px;"><strong style="font-size:24px;color:#8fe6ff;">12</strong><br><span style="font-size:12px;color:#8fb2bd;">rejected in verification</span></div>
|
| </div>
|
|
|
| ## How a dataset gets in
|
|
|
| Every candidate is **downloaded and inspected** — never judged by its name:
|
|
|
| 1. **Readable** — it actually downloads and parses.
|
| 2. **Structurally valid** — rows are QA / chain-of-thought / agent traces with a real question **and** a substantive response.
|
| 3. **Right model** — content or an in-row `model` field ties it to GLM-5.2; sets dominated by a rival model are rejected.
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| 4. **Not a duplicate** — dedup by `sha256(row_json)` **and** a payload fingerprint that ignores metadata wrappers.
|
|
|
| <details open>
|
| <summary><strong>📜 Citations & attribution — 7 contributing datasets</strong> <sub>(please cite the original authors, not this mirror)</sub></summary>
|
|
|
| | Rows | Original author & dataset | License |
|
| | ---: | --- | --- |
|
| | 26,407 | **ianncity** — [`GLM-5.2-Conversation`](https://huggingface.co/datasets/ianncity/GLM-5.2-Conversation) | apache-2.0 |
|
| | 6,402 | **ianncity** — [`GLM-5.2-Logic-Puzzles`](https://huggingface.co/datasets/ianncity/GLM-5.2-Logic-Puzzles) | apache-2.0 |
|
| | 4,308 | **Jimbock** — [`GLM_5.2_Dataset`](https://huggingface.co/datasets/Jimbock/GLM_5.2_Dataset) | apache-2.0 |
|
| | 1,960 | **ianncity** — [`GLM-5.2-Science`](https://huggingface.co/datasets/ianncity/GLM-5.2-Science) | apache-2.0 |
|
| | 1,744 | **greghavens** — [`glm-5.2-coding-and-debugging-traces`](https://huggingface.co/datasets/greghavens/glm-5.2-coding-and-debugging-traces) | cc-by-4.0 |
|
| | 319 | **AletheiaResearch** — [`GLM-5.2-Agent`](https://huggingface.co/datasets/AletheiaResearch/GLM-5.2-Agent) | see upstream |
|
| | 193 | **AletheiaResearch** — [`GLM-5.2-Bench`](https://huggingface.co/datasets/AletheiaResearch/GLM-5.2-Bench) | see upstream |
|
|
|
| <div style="text-align:right;font-size:12px;color:#8fb2bd;">total <strong>41,333</strong> content-verified rows</div>
|
|
|
| </details>
|
|
|
| <details>
|
| <summary><strong>🚫 Rejected in verification — 12 datasets</strong> <sub>(every one linked so you can check the call)</sub></summary>
|
|
|
| | Verdict | Dataset | Why |
|
| | --- | --- | --- |
|
| | <span style="display:inline-block;padding:2px 10px;border-radius:99px;font-size:11px;font-weight:600;letter-spacing:.05em;background:#1a0a2a;color:#c9a7ff;border:1px solid #5a3f8a;white-space:nowrap;">CARD-ONLY</span> | [`clzoro/GLM-5.1-1000000x`](https://huggingface.co/datasets/clzoro/GLM-5.1-1000000x) | no in-row model field and no model signal in content — provenance is card-asserted only |
|
| | <span style="display:inline-block;padding:2px 10px;border-radius:99px;font-size:11px;font-weight:600;letter-spacing:.05em;background:#1a0a2a;color:#c9a7ff;border:1px solid #5a3f8a;white-space:nowrap;">CARD-ONLY</span> | [`ianncity/GLM-5.2-Conversation`](https://huggingface.co/datasets/ianncity/GLM-5.2-Conversation) | no in-row model field and no model signal in content — provenance is card-asserted only |
|
| | <span style="display:inline-block;padding:2px 10px;border-radius:99px;font-size:11px;font-weight:600;letter-spacing:.05em;background:#1a0a2a;color:#c9a7ff;border:1px solid #5a3f8a;white-space:nowrap;">CARD-ONLY</span> | [`hotdogs/uka-glm-5.2`](https://huggingface.co/datasets/hotdogs/uka-glm-5.2) | no in-row model field and no model signal in content — provenance is card-asserted only |
|
| | <span style="display:inline-block;padding:2px 10px;border-radius:99px;font-size:11px;font-weight:600;letter-spacing:.05em;background:#1a0a2a;color:#c9a7ff;border:1px solid #5a3f8a;white-space:nowrap;">CARD-ONLY</span> | [`ianncity/GLM-5.2-Science`](https://huggingface.co/datasets/ianncity/GLM-5.2-Science) | no in-row model field and no model signal in content — provenance is card-asserted only |
|
| | <span style="display:inline-block;padding:2px 10px;border-radius:99px;font-size:11px;font-weight:600;letter-spacing:.05em;background:#1a0a2a;color:#c9a7ff;border:1px solid #5a3f8a;white-space:nowrap;">CARD-ONLY</span> | [`ianncity/GLM-5.2-Logic-Puzzles`](https://huggingface.co/datasets/ianncity/GLM-5.2-Logic-Puzzles) | no in-row model field and no model signal in content — provenance is card-asserted only |
|
| | <span style="display:inline-block;padding:2px 10px;border-radius:99px;font-size:11px;font-weight:600;letter-spacing:.05em;background:#161616;color:#c9c9c9;border:1px solid #5a5a5a;white-space:nowrap;">UNVERIFIABLE</span> | [`mgoin/open-perfectblend-glm5.2-regen`](https://huggingface.co/datasets/mgoin/open-perfectblend-glm5.2-regen) | could not be downloaded or parsed (parse_err:ArrowInvalid) |
|
| | <span style="display:inline-block;padding:2px 10px;border-radius:99px;font-size:11px;font-weight:600;letter-spacing:.05em;background:#161616;color:#c9c9c9;border:1px solid #5a5a5a;white-space:nowrap;">UNVERIFIABLE</span> | [`ianncity/GLM-5.2-Finance-80000x`](https://huggingface.co/datasets/ianncity/GLM-5.2-Finance-80000x) | could not be downloaded or parsed (info_http=None) |
|
| | <span style="display:inline-block;padding:2px 10px;border-radius:99px;font-size:11px;font-weight:600;letter-spacing:.05em;background:#1a0a2a;color:#c9a7ff;border:1px solid #5a3f8a;white-space:nowrap;">CARD-ONLY</span> | [`shreyan35/Project-Axiom-1.0-Opus4.7-Kimi2.6-GLM5.2-Deepseek4-Mythos5-Fable5-Qwen3.7`](https://huggingface.co/datasets/shreyan35/Project-Axiom-1.0-Opus4.7-Kimi2.6-GLM5.2-Deepseek4-Mythos5-Fable5-Qwen3.7) | no in-row model field and no model signal in content — provenance is card-asserted only |
|
| | <span style="display:inline-block;padding:2px 10px;border-radius:99px;font-size:11px;font-weight:600;letter-spacing:.05em;background:#1a0a2a;color:#c9a7ff;border:1px solid #5a3f8a;white-space:nowrap;">CARD-ONLY</span> | [`DavidrPatton/Fable-5-GLM-5.2-Traces`](https://huggingface.co/datasets/DavidrPatton/Fable-5-GLM-5.2-Traces) | no in-row model field and no model signal in content — provenance is card-asserted only |
|
| | <span style="display:inline-block;padding:2px 10px;border-radius:99px;font-size:11px;font-weight:600;letter-spacing:.05em;background:#2a1204;color:#ffc078;border:1px solid #8a5a1f;white-space:nowrap;">FAILS GATE</span> | [`mgoin/GLM-5.2-FP8-magpie-ultrachat`](https://huggingface.co/datasets/mgoin/GLM-5.2-FP8-magpie-ultrachat) | fails the content gate — only 0/50 sampled rows have a real question **and** a substantive response |
|
| | <span style="display:inline-block;padding:2px 10px;border-radius:99px;font-size:11px;font-weight:600;letter-spacing:.05em;background:#2a1204;color:#ffc078;border:1px solid #8a5a1f;white-space:nowrap;">FAILS GATE</span> | [`JessieWei/GLM-5.2-FP8-nemotron-codealpaca`](https://huggingface.co/datasets/JessieWei/GLM-5.2-FP8-nemotron-codealpaca) | fails the content gate — only 0/50 sampled rows have a real question **and** a substantive response |
|
| | <span style="display:inline-block;padding:2px 10px;border-radius:99px;font-size:11px;font-weight:600;letter-spacing:.05em;background:#1a0a2a;color:#c9a7ff;border:1px solid #5a3f8a;white-space:nowrap;">CARD-ONLY</span> | [`Jimbock/GLM_5.2_Dataset`](https://huggingface.co/datasets/Jimbock/GLM_5.2_Dataset) | no in-row model field and no model signal in content — provenance is card-asserted only |
|
|
|
| </details>
|
|
|
| ## Provenance & honesty
|
|
|
| Every retained row is **content-verified** as genuine GLM-5.2-family data. That provenance is **source-asserted and content-verified — it cannot be cryptographically certified by Zhipu AI.** No method exists to prove a block of text came from a specific model. What is guaranteed is narrower and checkable: keyword matches are removed, every row carries a real question and response, cross-model contamination is rejected, and everything excluded is listed above with a reason.
|
|
|
| ## Schema
|
|
|
| | Column | Type | Meaning |
|
| | --- | --- | --- |
|
| | `row_hash` | string | `sha256(row_json)` — de-duplication key |
|
| | `first_source_dataset` | string | upstream dataset / original author |
|
| | `first_source_config` | string | upstream config |
|
| | `first_source_split` | string | upstream split |
|
| | `first_source_row_index` | int64 | index within the upstream source |
|
| | `seen_count` | int64 | times this canonical row was seen |
|
| | `row_json` | string | the full source row as JSON |
|
|
|
| ## Loading
|
|
|
| ```python
|
| from datasets import load_dataset
|
| ds = load_dataset("Crownelius/GLM-5.2-CoT-Library", split="train")
|
|
|
| import json
|
| row = json.loads(ds[0]["row_json"])
|
| ```
|
|
|
| ---
|
| <p align="center"><sub>Maintained mirror · content-verified · all credit to the original uploaders</sub></p> |
