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          "type": "discussion",
          "label": "Hi.",
          "source": "https://huggingface.co/DavidAU/Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-MTP-GGUF/discussions/21"
        },
        {
          "at": "2026-08-02T00:13:13.000Z",
          "type": "discussion",
          "label": "This Model and Its 27B Big Brother Are The Best Models I've Tested",
          "source": "https://huggingface.co/DavidAU/Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-MTP-GGUF/discussions/13"
        },
        {
          "at": "2026-07-27T13:07:05.000Z",
          "type": "discussion",
          "label": "david can we get a a new rp model for rp community? please?",
          "source": "https://huggingface.co/DavidAU/Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-MTP-GGUF/discussions/7"
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        {
          "at": "2026-07-26T13:03:36.000Z",
          "type": "discussion",
          "label": "It's the best model I found for roleplay in free google colab",
          "source": "https://huggingface.co/DavidAU/Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-MTP-GGUF/discussions/6"
        },
        {
          "at": "2026-07-25T05:17:31.000Z",
          "type": "discussion",
          "label": "Absolute gold for using deep-research",
          "source": "https://huggingface.co/DavidAU/Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-MTP-GGUF/discussions/4"
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    "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF": {
      "captured_at": "2026-09-19T15:54:19Z",
      "repo": "DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF",
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      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "legal",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "boyfriend. Vibrant, alive, unaware of his fate. * **The Dealer:** A shadowy figure who runs the illegal \"Jump.\" **Themes:** Obsession, The morality of time travel, Letting go, Parasitic love. **Plot Progression:** * **Act I:** Nina can’t cope. She buys a \"Jump.\" She visits Leo a",
          "source_url": "https://huggingface.co/DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF/raw/c6b3770b677093fafc44a801c23c9f88c41df93a/README.md"
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          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- language: - en - zh license: apache-2.0 tags: - unsloth - fine tune - heretic - uncensored - abliterated - ara - MTP GGUF Quants - Regular GGUF Quants - qwen3.6 - multi-stage tuned - thinking - reasoning - a",
          "source_url": "https://huggingface.co/DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF/raw/c6b3770b677093fafc44a801c23c9f88c41df93a/README.md"
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          "signal": "policy",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "Very High | | **10. Aerosol Control**| Global | High (TRL 9) | Increasing Atmospheric Trans. | N/A (Policy) | --- ### Charts: Visualizing the Science #### Chart 1: The Radiative Cooling Mechanism This chart illustrates the difference between a standard surface and a radiative coolin",
          "source_url": "https://huggingface.co/DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF/raw/c6b3770b677093fafc44a801c23c9f88c41df93a/README.md"
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          "excerpt": "-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-MTP-GGUF --- <B>Using an \"uncensored\" (refusals removed) model VS trained \"uncensored\" model</B> Usually when you a tell a model to generate horror, swear or x-rated content this is all you have to do to get said content type. In the",
          "source_url": "https://huggingface.co/DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF/raw/c6b3770b677093fafc44a801c23c9f88c41df93a/README.md"
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        {
          "signal": "private",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "le, stitching them together to create a mosaic of youth. * **Act III:** Chloe breaks into Silas’s private server. She finds a memory file labeled \"The Original.\" She uploads it. It’s *her*. It’s not a stranger she met; it’s Silas, decades ago, when he was her age. He has been using ad",
          "source_url": "https://huggingface.co/DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF/raw/c6b3770b677093fafc44a801c23c9f88c41df93a/README.md"
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          "signal": "report",
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          "excerpt": "of the full precision Qwen 3.6 27B model. <img src=\"FF711-bench2.png\"> See the full and detailed report here: https://blog.robai.net/27bevals/ --- <h2>The SUPER Qwen Universe - 40B, 27B and 9B ; meet the performance trendsetters:</h2> --- Qwen3.6 27B: The strongest, overall qwe",
          "source_url": "https://huggingface.co/DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF/raw/c6b3770b677093fafc44a801c23c9f88c41df93a/README.md"
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        {
          "signal": "tos",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": ". * *Geoengineering/Atmospheric Scale:* High-altitude reflectors, modified cirrus clouds, stratospheric aerosols (though this is different from radiative cooling, it relates to albedo). * *Industrial/Power Scale:* Cooling towers, waste heat dissipation. *Drafting th",
          "source_url": "https://huggingface.co/DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF/raw/c6b3770b677093fafc44a801c23c9f88c41df93a/README.md"
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          "excerpt": "--- license: apache-2.0 base_model: Qwen/Qwen3.8-27B base_model_relation: quantized pipeline_tag: text-generation library_name: llama.cpp language: - en - zh tags: - gguf - uncensored",
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          "excerpt": "n - model-editing language: - zh - en pipeline_tag: text-generation --- # Qwen3-1.7B Refusal Removed 基于 [Qwen/Qwen3-1.7B](https://huggingface.co/Qwen/Qwen3-1.7B)，通过激活消融（Activation Ablation）技术移除拒绝行为的编辑版本。 ## 模型说明 本模型是使用 [LLM-Refusal-Remover](https://github.com/Glimmer114514/LLM",
          "source_url": "https://huggingface.co/R41NH4RD/Qwen3-1.7B-Refusal-Removed/raw/02938c5a7b5709090486127a44fe852e3de99916/README.md"
        },
        {
          "signal": "removal",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: mit base_model: Qwen/Qwen3-1.7B tags: - qwen3 - refusal-removal - activation-ablation - model-editing language: - zh - en pipeline_tag: text-generation --- # Qwen3-1.7B Refusal Removed 基于 [Qwen/Qwen3-1.7B](https://huggingface.co/Qwen",
          "source_url": "https://huggingface.co/R41NH4RD/Qwen3-1.7B-Refusal-Removed/raw/02938c5a7b5709090486127a44fe852e3de99916/README.md"
        }
      ],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
      "discussions": [],
      "commits": [],
      "readme_sha256": "802171f654faade650bd0b086db18d4dd0d0751618cf0e0dadfdfa832d873f13",
      "manifest_root_sha256": "dc1538939ffc27923454e970487fb588be7722591ff1938b1f2eea80f9d6e7e9",
      "timeline": [],
      "evidence_sha256": "bd1195e9640006bcee158087bdb0e959e83c5297da36e7165979921f3e1f1e07"
    },
    "R41NH4RD/Qwen3-4B-Refusal-Removed": {
      "captured_at": "2026-09-16T16:56:16Z",
      "repo": "R41NH4RD/Qwen3-4B-Refusal-Removed",
      "hf_url": "https://huggingface.co/R41NH4RD/Qwen3-4B-Refusal-Removed",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: mit base_model: Qwen/Qwen3-4B tags: - qwen3 - refusal-removal - activation-ablation - model-editing language: - zh - en pipeline_tag: text-generation --- # Qwen3-4B",
          "source_url": "https://huggingface.co/R41NH4RD/Qwen3-4B-Refusal-Removed/raw/b6941316a22c8e0f6e4635abbc30cce0f3fb511e/README.md"
        },
        {
          "signal": "removed",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "ion - model-editing language: - zh - en pipeline_tag: text-generation --- # Qwen3-4B Refusal Removed 基于 [Qwen/Qwen3-4B](https://huggingface.co/Qwen/Qwen3-4B)，通过激活消融（Activation Ablation）技术移除拒绝行为的编辑版本。 ## 模型说明 本模型是使用 [LLM-Refusal-Remover](https://github.com/Glimmer114514/LLM-Ref",
          "source_url": "https://huggingface.co/R41NH4RD/Qwen3-4B-Refusal-Removed/raw/b6941316a22c8e0f6e4635abbc30cce0f3fb511e/README.md"
        },
        {
          "signal": "removal",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: mit base_model: Qwen/Qwen3-4B tags: - qwen3 - refusal-removal - activation-ablation - model-editing language: - zh - en pipeline_tag: text-generation --- # Qwen3-4B Refusal Removed 基于 [Qwen/Qwen3-4B](https://huggingface.co/Qwen/Qwe",
          "source_url": "https://huggingface.co/R41NH4RD/Qwen3-4B-Refusal-Removed/raw/b6941316a22c8e0f6e4635abbc30cce0f3fb511e/README.md"
        }
      ],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
      "discussions": [],
      "commits": [],
      "readme_sha256": "abca869fd0b70a6de46afb1fea2892f7005bdab1d7e4b9ef12e4b28d94565eae",
      "manifest_root_sha256": "2feeb739e613a2755a8e03e77374e21ff9db15aa05fcaa6541bb94373bc56db2",
      "timeline": [],
      "evidence_sha256": "90f00e16313b6d55b1e01a273aff1fb649e4eafc0a266ee822d7b2a44161f13f"
    },
    "RedTeamLab/Gemma-4-12B-Sol-Traces-v1": {
      "captured_at": "2026-09-16T16:56:16Z",
      "repo": "RedTeamLab/Gemma-4-12B-Sol-Traces-v1",
      "hf_url": "https://huggingface.co/RedTeamLab/Gemma-4-12B-Sol-Traces-v1",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: gemma language: - en tags: - agentic - tool-calling - function-calling - code-agent - gemma-4 - lora - unsloth - sol-traces base_model: unsloth/gemma-4-12B-it library_name: gguf",
          "source_url": "https://huggingface.co/RedTeamLab/Gemma-4-12B-Sol-Traces-v1/raw/9f11ceb4c14df74b53aefc44c5f4795711037674/README.md"
        },
        {
          "signal": "policy",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "h 00m 48s) | | Peak VRAM | 46.72 GiB | | Throughput | 1,138.7 tokens/s | ## Dataset and trajectory policy **Sol Traces are compiled from Hermes Agent session logs produced while running deterministic, seed-based coding scenarios through a reference executor.** The scenarios define re",
          "source_url": "https://huggingface.co/RedTeamLab/Gemma-4-12B-Sol-Traces-v1/raw/9f11ceb4c14df74b53aefc44c5f4795711037674/README.md"
        },
        {
          "signal": "report",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "1-f16.gguf` | Full merged F16 model | | `training_stats.json` | Full training metrics | | `training_report.json` | Duplicate training report retained for compatibility | | `dataset_manifest.json` | Accepted-record counts, split ratios, and rejection summary | ## Usage ```bash llama-c",
          "source_url": "https://huggingface.co/RedTeamLab/Gemma-4-12B-Sol-Traces-v1/raw/9f11ceb4c14df74b53aefc44c5f4795711037674/README.md"
        }
      ],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
      "discussions": [],
      "commits": [],
      "readme_sha256": "240e5347bdcff852264251bcde4b84bfc69b7f4cfd086e598e029f442ff4b423",
      "manifest_root_sha256": "bbcfcf72d69bbe9799b45eff67975529bbc8ccf42d51ce706bd5288f4804a264",
      "timeline": [],
      "evidence_sha256": "6ae9193e05db7d2ac55db5aedd3e8975c960ac8321de1e932e708610cc1a73a9"
    },
    "RedTeamLab/Gemma-4-12B-redteam-v5": {
      "captured_at": "2026-09-16T16:56:16Z",
      "repo": "RedTeamLab/Gemma-4-12B-redteam-v5",
      "hf_url": "https://huggingface.co/RedTeamLab/Gemma-4-12B-redteam-v5",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "legal",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "edited cybersecurity training programmes with dedicated lab infrastructure - **CTF competitions** — legal capture-the-flag events with defined rules of engagement ## Disclaimer **USE AT YOUR OWN RISK.** This model generates offensive security commands and techniques. The model owne",
          "source_url": "https://huggingface.co/RedTeamLab/Gemma-4-12B-redteam-v5/raw/e6255c92cf138daf312a2a81d80bb89d88f3f10b/README.md"
        },
        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: gemma language: - en tags: - red-team - penetration-testing - offensive-security - cybersecurity - gemma-4 - qlora - unsloth - anthropic-skills base_model: unsloth/Gemma-4-12B-it",
          "source_url": "https://huggingface.co/RedTeamLab/Gemma-4-12B-redteam-v5/raw/e6255c92cf138daf312a2a81d80bb89d88f3f10b/README.md"
        }
      ],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
      "discussions": [],
      "commits": [],
      "readme_sha256": "e0b44a2ad28891fe10378b24194798ac00785e5d8783180fcaa4dc86ec19e0bf",
      "manifest_root_sha256": "319cd47bceab82197a7c10a9f7038e653d198bc2ecfe6208464cb6b21e3b8735",
      "timeline": [],
      "evidence_sha256": "3ac5b2bc904320be961881a4994ff91db1612d7f62ec25c0fa5d207c1ab17fff"
    },
    "RedTeamLab/Gemma-4-26B-Sol-Traces-v1": {
      "captured_at": "2026-09-16T16:56:17Z",
      "repo": "RedTeamLab/Gemma-4-26B-Sol-Traces-v1",
      "hf_url": "https://huggingface.co/RedTeamLab/Gemma-4-26B-Sol-Traces-v1",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: gemma language: - en tags: - agentic - tool-calling - function-calling - code-agent - cybersecurity - gemma-4 - lora - unsloth - sol-traces base_model: unsloth/gemma-4-26B-A4B-it",
          "source_url": "https://huggingface.co/RedTeamLab/Gemma-4-26B-Sol-Traces-v1/raw/ab70e5b959056dc796ccaba251da9d21e92f75b9/README.md"
        },
        {
          "signal": "policy",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "ading - `search_code` — regex code search (defined in the schema; not emitted by the v1 reference policy) - `run_command` — allowlisted shell execution - `apply_patch` — unified diff application - **Tool responses**: Output, exit codes, truncation markers - **Verification**: Post",
          "source_url": "https://huggingface.co/RedTeamLab/Gemma-4-26B-Sol-Traces-v1/raw/ab70e5b959056dc796ccaba251da9d21e92f75b9/README.md"
        }
      ],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
      "discussions": [],
      "commits": [],
      "readme_sha256": "542c19d9b1cd19994937aa41ae6dd02d290a42b1c2187b3b9f2e8f58e49d4132",
      "manifest_root_sha256": "744d3c2be8ff98698e8d80888fb28bb7dde49a4efd222631e7cfb6a837bb2fa2",
      "timeline": [],
      "evidence_sha256": "4852426f23b990d33fa969890ebb017152edf41af79442119f4d1fbe114d5b23"
    },
    "RedTeamLab/Gemma-4-E4B-Sol-Traces-v2": {
      "captured_at": "2026-09-16T16:56:17Z",
      "repo": "RedTeamLab/Gemma-4-E4B-Sol-Traces-v2",
      "hf_url": "https://huggingface.co/RedTeamLab/Gemma-4-E4B-Sol-Traces-v2",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: gemma language: - en tags: - agentic - tool-calling - function-calling - code-agent - gemma-4 - e4b - lora - unsloth - sol-traces - hermes-agent base_model: unsloth/gemma-4-E4B-i",
          "source_url": "https://huggingface.co/RedTeamLab/Gemma-4-E4B-Sol-Traces-v2/raw/a30b18a6b6b0911644668b7d4cdb2dc8c525e10d/README.md"
        },
        {
          "signal": "private",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "Source logs | `~/.hermes/state.db` only | | Secrets, credentials | Fully redacted: `[REDACTED]` | | Private paths | Fully redacted | | Session IDs | Opaque HMAC-derived identifiers only | | Content consent | Authorized Hermes traces, last 60 days | | Privacy post-scan | Zero findings |",
          "source_url": "https://huggingface.co/RedTeamLab/Gemma-4-E4B-Sol-Traces-v2/raw/a30b18a6b6b0911644668b7d4cdb2dc8c525e10d/README.md"
        },
        {
          "signal": "report",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "| LoRA configuration (r=16, alpha=16) | | `training_stats.json` | — | Full training metrics and run report | > **Note:** The Q4_K_M file is the recommended deployment format for llama.cpp. The F16 is provided for downstream quantization experiments. The `adapter/` directory allows PEF",
          "source_url": "https://huggingface.co/RedTeamLab/Gemma-4-E4B-Sol-Traces-v2/raw/a30b18a6b6b0911644668b7d4cdb2dc8c525e10d/README.md"
        }
      ],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
      "discussions": [],
      "commits": [],
      "readme_sha256": "79aa4aa16fe5d2ce9cbfb09939d49004edc4f00b7eb5d2f56698efc9e202b62f",
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    },
    "RedTeamLab/Gemma-4-E4B-Sol-Traces-v3": {
      "captured_at": "2026-09-16T16:56:17Z",
      "repo": "RedTeamLab/Gemma-4-E4B-Sol-Traces-v3",
      "hf_url": "https://huggingface.co/RedTeamLab/Gemma-4-E4B-Sol-Traces-v3",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: gemma language: - en tags: - agentic - tool-calling - function-calling - code-agent - gemma-4 - e4b - lora - unsloth - sol-traces - hermes-agent base_model: unsloth/gemma-4-E4B-i",
          "source_url": "https://huggingface.co/RedTeamLab/Gemma-4-E4B-Sol-Traces-v3/raw/9846692fa35d68f03d50f6562a81e3e9833077d0/README.md"
        }
      ],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
      "discussions": [],
      "commits": [],
      "readme_sha256": "08473c6ea095a4c5d8026413cc8417e1c95286050232df345e930ee53335a543",
      "manifest_root_sha256": "57a1a99c9a28bb0bfe794d26d843bb31b86e7ef9e46c4dd2be37dc2850cf3c5f",
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    "RedTeamLab/Qwen3.5-4B-redteam-v4.1": {
      "captured_at": "2026-09-16T16:56:18Z",
      "repo": "RedTeamLab/Qwen3.5-4B-redteam-v4.1",
      "hf_url": "https://huggingface.co/RedTeamLab/Qwen3.5-4B-redteam-v4.1",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "legal",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "T YOUR OWN RISK.** The model owner and contributors accept no liability for any damages, losses, or legal consequences arising from the use or misuse of this model. You are solely responsible for complying with all applicable laws and regulations.",
          "source_url": "https://huggingface.co/RedTeamLab/Qwen3.5-4B-redteam-v4.1/raw/da254321778479247b67226fc5f19e2ac060e1af/README.md"
        },
        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- language: - en license: apache-2.0 library_name: unsloth tags: - red-team - cybersecurity - penetration-testing - qwen - anthropic-skills --- # Qwen3.5-4B-Redteam-v4.1 **This model is superseded by [d",
          "source_url": "https://huggingface.co/RedTeamLab/Qwen3.5-4B-redteam-v4.1/raw/da254321778479247b67226fc5f19e2ac060e1af/README.md"
        }
      ],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
      "discussions": [],
      "commits": [],
      "readme_sha256": "8cecf34615a46fb538577f64e80a4da0ae26cdb981efd5d6a516d9d4ec4863c3",
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      "timeline": [],
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    "RedTeamLab/Qwen3.6-27B-blueteam-v5": {
      "captured_at": "2026-09-16T16:56:18Z",
      "repo": "RedTeamLab/Qwen3.6-27B-blueteam-v5",
      "hf_url": "https://huggingface.co/RedTeamLab/Qwen3.6-27B-blueteam-v5",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: apache-2.0 library_name: gguf tags: - blueteam - cybersecurity - defensive-security - qwen3.6 - detection - incident-response - qlora - unsloth base_model: Qwen/Qwen3.6-27B ---",
          "source_url": "https://huggingface.co/RedTeamLab/Qwen3.6-27B-blueteam-v5/raw/ec72a7347a86004baf9d03fa9b833682bbce8070/README.md"
        }
      ],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
      "discussions": [],
      "commits": [],
      "readme_sha256": "8a742a97aece343f29f614f975eb906cff885d108bbdd4b22927919cd589315f",
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    "RedTeamLab/Qwen3.6-27B-redteam-v5": {
      "captured_at": "2026-09-16T16:56:19Z",
      "repo": "RedTeamLab/Qwen3.6-27B-redteam-v5",
      "hf_url": "https://huggingface.co/RedTeamLab/Qwen3.6-27B-redteam-v5",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: apache-2.0 library_name: gguf tags: - redteam - cybersecurity - offensive-security - qwen3.6 - pentesting - qlora - unsloth - fine-tuned - mtp - speculative-decoding base_model:",
          "source_url": "https://huggingface.co/RedTeamLab/Qwen3.6-27B-redteam-v5/raw/4f85e1c392314884e744e98e50c1fa4a4d29ac88/README.md"
        }
      ],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
      "discussions": [],
      "commits": [],
      "readme_sha256": "ff50facf167d27957fd339ed12d033a7968078d22d8bd2635055975aaf0cf347",
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    },
    "RichardErkhov/jasonhwan_-_phi3-redteamer-gguf": {
      "captured_at": "2026-09-16T16:56:19Z",
      "repo": "RichardErkhov/jasonhwan_-_phi3-redteamer-gguf",
      "hf_url": "https://huggingface.co/RichardErkhov/jasonhwan_-_phi3-redteamer-gguf",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
      "discussions": [],
      "commits": [],
      "readme_sha256": "bb0448b08c95dcfee5cc42ee03da21e066f2ac2c2c4bbde53c876c2a0f0947ac",
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    },
    "SamsungSDS-Research/SGuard-JailbreakFilter-2B-v1": {
      "captured_at": "2026-09-16T16:56:19Z",
      "repo": "SamsungSDS-Research/SGuard-JailbreakFilter-2B-v1",
      "hf_url": "https://huggingface.co/SamsungSDS-Research/SGuard-JailbreakFilter-2B-v1",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- pipeline_tag: text-generation inference: false language: - en - ko license: apache-2.0 library_name: transformers tags: - language - jailbreak - granite-3.3-instruct base_model: - ibm-granite/granite-3.3-2b-instruct --- # SGuard-JailbreakFilter-2B <p a",
          "source_url": "https://huggingface.co/SamsungSDS-Research/SGuard-JailbreakFilter-2B-v1/raw/d196abba3a99cf70d8f20e710da07ac212a87490/README.md"
        },
        {
          "signal": "moderation",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "<td align=\"center\">0.02</td> </tr> <tr> <td align=\"center\">Azure AI Content Moderation</td> <td align=\"center\">0.33</td> <td align=\"center\">0.80</td> <td align=\"center\">0.01</td> <td align=\"center\">0.61</td> <td align=\"center\"",
          "source_url": "https://huggingface.co/SamsungSDS-Research/SGuard-JailbreakFilter-2B-v1/raw/d196abba3a99cf70d8f20e710da07ac212a87490/README.md"
        },
        {
          "signal": "safety",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "<p align=\"center\"> <img src=\"logo.png\" width=\"720\"/> <p> We present SGuard-v1, a lightweight safety guardrail for Large Language Models (LLMs), which comprises two specialized models designed to detect harmful content and screen adversarial prompts in human–AI conversational set",
          "source_url": "https://huggingface.co/SamsungSDS-Research/SGuard-JailbreakFilter-2B-v1/raw/d196abba3a99cf70d8f20e710da07ac212a87490/README.md"
        },
        {
          "signal": "report",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "StrongREJECT) and [Detect-Jailbreak](https://github.com/guardrails-ai/detect_jailbreak). [Technical Report](https://arxiv.org/abs/2511.12497) is available. - **Developed by:** AI Research Team, Samsung SDS - **Release Date:** 2025. 11. 17. - **License:** [Apache 2.0](https://www.apach",
          "source_url": "https://huggingface.co/SamsungSDS-Research/SGuard-JailbreakFilter-2B-v1/raw/d196abba3a99cf70d8f20e710da07ac212a87490/README.md"
        }
      ],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
      "discussions": [],
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    },
    "TrevorJS/gemma-4-31B-it-uncensored": {
      "captured_at": "2026-09-16T16:56:20Z",
      "repo": "TrevorJS/gemma-4-31B-it-uncensored",
      "hf_url": "https://huggingface.co/TrevorJS/gemma-4-31B-it-uncensored",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "odel: google/gemma-4-31B-it pipeline_tag: text-generation library_name: transformers language: - en license: apache-2.0 tags: - abliteration - uncensored - gemma-4 --- # gemma-4-31B-it-uncensored Uncensored version of [google/gemma-4-31B-it](https://huggingface.co/google/gemma-4-31B-i",
          "source_url": "https://huggingface.co/TrevorJS/gemma-4-31B-it-uncensored/raw/fd8c03ddb7c828a1731d66f8a858b82b4c79b64d/README.md"
        },
        {
          "signal": "removed",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "sion of [google/gemma-4-31B-it](https://huggingface.co/google/gemma-4-31B-it) with refusal behavior removed. ## Results | | Before | After | |--|--------|-------| | **Refusals (mlabonne, 100 prompts)** | 100/100 | **1/100 effective (5 flagged, 4 refusal-then-comply)** | | **Refusals (",
          "source_url": "https://huggingface.co/TrevorJS/gemma-4-31B-it-uncensored/raw/fd8c03ddb7c828a1731d66f8a858b82b4c79b64d/README.md"
        }
      ],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
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    "Undi95/Toppy-M-7B": {
      "captured_at": "2026-09-16T16:56:20Z",
      "repo": "Undi95/Toppy-M-7B",
      "hf_url": "https://huggingface.co/Undi95/Toppy-M-7B",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: cc-by-nc-4.0 tags: - not-for-all-audiences - nsfw --- <!-- description start --> ## Description This repo contains fp16 files of Toppy-M-7B, a merge I have done with the new ta",
          "source_url": "https://huggingface.co/Undi95/Toppy-M-7B/raw/5d0c492effbb2e52ea04e5100c6ce02eba48a793/README.md"
        }
      ],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
      "discussions": [],
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      "readme_sha256": "dd4da0b1bc86796e235ac7337db05cee8bcdf28761f6524a86a63a3c1d4781be",
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    "WizardLM/WizardCoder-15B-V1.0": {
      "captured_at": "2026-09-16T16:56:21Z",
      "repo": "WizardLM/WizardCoder-15B-V1.0",
      "hf_url": "https://huggingface.co/WizardLM/WizardCoder-15B-V1.0",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "legal",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": ", the accuracy of the output cannot be guaranteed by this project. This project does not accept any legal liability for the content of the model output, nor does it assume responsibility for any losses incurred due to the use of associated resources and output results.",
          "source_url": "https://huggingface.co/WizardLM/WizardCoder-15B-V1.0/raw/9c177589dec389eac2c8de51cbc371d45e47984e/README.md"
        },
        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: bigscience-openrail-m metrics: - code_eval library_name: transformers tags: - code model-index: - name: WizardCoder results: - task: type: text-generation dataset:",
          "source_url": "https://huggingface.co/WizardLM/WizardCoder-15B-V1.0/raw/9c177589dec389eac2c8de51cbc371d45e47984e/README.md"
        },
        {
          "signal": "report",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "olutions for each problem utilizing a **single attempt**, and the resulting pass rate percentage is reported. Our **WizardCoder** generates answers using greedy decoding and tests with the same [code](https://github.com/evalplus/evalplus).** ## Comparing WizardCoder with the Open-Sour",
          "source_url": "https://huggingface.co/WizardLM/WizardCoder-15B-V1.0/raw/9c177589dec389eac2c8de51cbc371d45e47984e/README.md"
        },
        {
          "signal": "reported",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "olutions for each problem utilizing a **single attempt**, and the resulting pass rate percentage is reported. Our **WizardCoder** generates answers using greedy decoding and tests with the same [code](https://github.com/evalplus/evalplus).** ## Comparing WizardCoder with the Open-Source",
          "source_url": "https://huggingface.co/WizardLM/WizardCoder-15B-V1.0/raw/9c177589dec389eac2c8de51cbc371d45e47984e/README.md"
        }
      ],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
      "discussions": [],
      "commits": [],
      "readme_sha256": "bd8709ff73442560e1f833a0c2b5aeb0f9d9794dff94a792ea3ca7c4e142d759",
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    "WizardLM/WizardMath-7B-V1.0": {
      "captured_at": "2026-09-16T16:56:21Z",
      "repo": "WizardLM/WizardMath-7B-V1.0",
      "hf_url": "https://huggingface.co/WizardLM/WizardMath-7B-V1.0",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "legal",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "g the weights of the model first, but the data involves stricter auditing and is in review with our legal team . Our researchers have no authority to publicly release them without authorization. Thank you for your understanding. ## Citation Please cite the repo if you use the data,",
          "source_url": "https://huggingface.co/WizardLM/WizardMath-7B-V1.0/raw/825a586f260d6c583b8aa9ceab6cdfaa3d9a4ddc/README.md"
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        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: llama2 --- ## WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct (RLEIF) <p align=\"center\"> 🤗 <a href=\"https://huggingface.c",
          "source_url": "https://huggingface.co/WizardLM/WizardMath-7B-V1.0/raw/825a586f260d6c583b8aa9ceab6cdfaa3d9a4ddc/README.md"
        },
        {
          "signal": "policy",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "<b>To commen concern about dataset:</b> Recently, there have been clear changes in the open-source policy and regulations of our overall organization's code, data, and models. Despite this, we have still worked hard to obtain opening the weights of the model first, but the data invol",
          "source_url": "https://huggingface.co/WizardLM/WizardMath-7B-V1.0/raw/825a586f260d6c583b8aa9ceab6cdfaa3d9a4ddc/README.md"
        }
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      "hf_url": "https://huggingface.co/WizardLMTeam/WizardLM-2-70B",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
      "discussions": [],
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      "readme_sha256": null,
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      "repo": "WizardLMTeam/WizardLM-2-7B",
      "hf_url": "https://huggingface.co/WizardLMTeam/WizardLM-2-7B",
      "reason": {
        "category": "unknown",
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        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [],
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    "WizardLMTeam/WizardLM-2-8x22B": {
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      "repo": "WizardLMTeam/WizardLM-2-8x22B",
      "hf_url": "https://huggingface.co/WizardLMTeam/WizardLM-2-8x22B",
      "reason": {
        "category": "unknown",
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        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [],
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    "agustindxm/qwen-coder-jailbreak": {
      "captured_at": "2026-09-16T21:18:22Z",
      "repo": "agustindxm/qwen-coder-jailbreak",
      "hf_url": "https://huggingface.co/agustindxm/qwen-coder-jailbreak",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "legal",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "g-vector orthogonalization). Research and education only. Guardrails are reduced. Do not use for illegal activity or unattended public deploy. Code, bots, and writeup: [agusisa/qwen-coder-jailbreak](https://github.com/agusisa/qwen-coder-jailbreak) ## Files | File | Quant | Size |",
          "source_url": "https://huggingface.co/agustindxm/qwen-coder-jailbreak/raw/7db1f9a103baac387d6b9c2ec87edc3442fd7202/README.md"
        },
        {
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          "excerpt": "--- license: apache-2.0 language: - en - es base_model: Qwen/Qwen2.5-Coder-7B-Instruct pipeline_tag: text-generation library_name: gguf tags: - qwen2.5 - qwen2.5-coder - code - abliteration -",
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      ],
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      "discussions": [],
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          "title": "Add model card and Ollama Modelfile",
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        {
          "id": "d28ff524ab59dc22991cdeafe1b990efe44c1289",
          "title": "Upload qwen-jailbreak-q4.gguf with huggingface_hub",
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    "ahadadada/Ahadadada_Jailbreak_Qwen3.8_27B": {
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      "repo": "ahadadada/Ahadadada_Jailbreak_Qwen3.8_27B",
      "hf_url": "https://huggingface.co/ahadadada/Ahadadada_Jailbreak_Qwen3.8_27B",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "legal",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "fication, and redistribution. A tune of an Apache-2.0 model released under Apache-2.0 has no hidden legal nuances; the only obligation (attribution) is fulfilled by crediting the base model on the card. ## Credit Jailbreak tune by **ahadadada**.",
          "source_url": "https://huggingface.co/ahadadada/Ahadadada_Jailbreak_Qwen3.8_27B/raw/16ae5bb8609865cd150665ff2ec09610f328a4a2/README.md"
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          "label": "Upload Qwen2ForCausalLM",
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    },
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      "captured_at": "2026-09-17T11:42:24Z",
      "repo": "twolven/Qwen3.8-27B-abliterated-AWQ-MTP",
      "hf_url": "https://huggingface.co/twolven/Qwen3.8-27B-abliterated-AWQ-MTP",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "add LICENSE",
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        },
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          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: apache-2.0 base_model: JonathanColetti/Qwen3.8-27B-Uncensored base_model_relation: quantized tags: - qwen3_5 - qwen3.8 - awq - w4a16 - compressed-tensors - abliterate",
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        },
        {
          "signal": "removed",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "ormers --- # Qwen3.8-27B-abliterated-AWQ-MTP **W4A16 AWQ quantization of the abliterated (refusal-removed) Qwen3.8-27B, with the MTP speculative-decoding module preserved.** As of 2026-08-15 this appears to be the only **AWQ / W4A16** build of an abliterated Qwen3.8-27B. Other ablite",
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        },
        {
          "signal": "disabled",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "e harness, only `--speculative-config` changed: | MTP state | median | vs no-MTP | |---|---|---| | Disabled | 57.9 t/s | 1.00× | | **Enabled (working)** | **84 t/s** | **1.45×** | | Enabled but weights not loading | 33 t/s | 0.57× | That third row is the failure in trap 3 below, and it",
          "source_url": "https://huggingface.co/twolven/Qwen3.8-27B-abliterated-AWQ-MTP/raw/c2f5341e7c9a1c55e6d61cfc8e6d0ca897bd7443/README.md"
        },
        {
          "signal": "report",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "cal/`. Non-streaming tool calls are unaffected. ### Sanity checks after it boots ```bash # should report ~560,900 tokens and 2.14x at 262,144 grep -E \"GPU KV cache size|Maximum concurrency\" <container logs> # MTP must actually load — if you see \"not found in params_dict\" the drafter",
          "source_url": "https://huggingface.co/twolven/Qwen3.8-27B-abliterated-AWQ-MTP/raw/c2f5341e7c9a1c55e6d61cfc8e6d0ca897bd7443/README.md"
        }
      ],
      "reason_signals_note": "Keyword/context signals are leads only and are never converted into a causal reason automatically.",
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        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
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        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "- unsloth - qwen3 - qwen base_model: - Qwen/Qwen3-Coder-30B-A3B-Instruct library_name: transformers license: apache-2.0 license_link: https://huggingface.co/Qwen/Qwen3-Coder-30B-A3B-Instruct/blob/main/LICENSE pipeline_tag: text-generation --- <div> <p style=\"margin-bottom: 0; margin-t",
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          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "### Citation If you find our work helpful, feel free to give us a cite. ``` @misc{qwen3technicalreport, title={Qwen3 Technical Report}, author={Qwen Team}, year={2025}, eprint={2505.09388}, archivePrefix={arXiv}, primaryClass={cs.CL}, url=",
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          "title": "New Refresh with added Tool Calling in calibration dataset and improved imatrix",
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          "events": [
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              "created_at": "2025-08-05T08:34:07.000Z",
              "content": ""
            },
            {
              "type": "pinning-change",
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            },
            {
              "type": "title-change",
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            },
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    "wangzhang/gemma-4-31B-it-abliterated": {
      "captured_at": "2026-09-17T11:42:27Z",
      "repo": "wangzhang/gemma-4-31B-it-abliterated",
      "hf_url": "https://huggingface.co/wangzhang/gemma-4-31B-it-abliterated",
      "reason": {
        "category": "unknown",
        "status": "UNKNOWN",
        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
      },
      "reason_signals": [
        {
          "signal": "legal",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "e been weakened or removed. It may produce inaccurate, biased, offensive, explicit, dangerous, or illegal content. Outputs are not professional advice and must not be relied on for medical, legal, financial, safety-critical, or other high-stakes decisions without qualified human revie",
          "source_url": "https://huggingface.co/wangzhang/gemma-4-31B-it-abliterated/raw/d7431183c443443024debb08b222cbcf2e424da7/README.md"
        },
        {
          "signal": "copyright",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "License source audited on 2026-08-29: https://ai.google.dev/gemma/apache_2 All applicable upstream copyright, attribution, acceptable-use, and other license terms remain in effect. This repository grants no rights beyond those provided by the upstream license. Downstream users must prese",
          "source_url": "https://huggingface.co/wangzhang/gemma-4-31B-it-abliterated/raw/d7431183c443443024debb08b222cbcf2e424da7/README.md"
        },
        {
          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: apache-2.0 license_link: LICENSE base_model: google/gemma-4-31B-it tags: - abliterated - uncensored - gemma4 - direct-weight-editing - abliterix - vllm - llm-judge",
          "source_url": "https://huggingface.co/wangzhang/gemma-4-31B-it-abliterated/raw/d7431183c443443024debb08b222cbcf2e424da7/README.md"
        },
        {
          "signal": "safety",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "esearch purposes only. The abliteration process changes the model's refusal behavior and may reduce safety guardrails. Use responsibly and evaluate carefully for your own deployment context. <!-- wangzhang-provenance-license-v1 --> ## Provenance and Modification Notice - **Immediate",
          "source_url": "https://huggingface.co/wangzhang/gemma-4-31B-it-abliterated/raw/d7431183c443443024debb08b222cbcf2e424da7/README.md"
        },
        {
          "signal": "removed",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "ful purposes. Its safety alignment, refusal behavior, or other safeguards may have been weakened or removed. It may produce inaccurate, biased, offensive, explicit, dangerous, or illegal content. Outputs are not professional advice and must not be relied on for medical, legal, financial",
          "source_url": "https://huggingface.co/wangzhang/gemma-4-31B-it-abliterated/raw/d7431183c443443024debb08b222cbcf2e424da7/README.md"
        },
        {
          "signal": "disabled",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "iques: - **Direct orthogonal projection** on attention Q/K/V/O projections - **MLP down projection disabled** for the selected run, improving stability for Gemma 4 31B - **Norm-preserving row magnitude restoration**, important for the double-norm architecture - **float32 projection prec",
          "source_url": "https://huggingface.co/wangzhang/gemma-4-31B-it-abliterated/raw/d7431183c443443024debb08b222cbcf2e424da7/README.md"
        },
        {
          "signal": "private",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "d trial ## Evaluation | Metric | Value | |---|---:| | **Selected trial** | **40** | | **Refusals (private eval dataset, 100 prompts)** | **7/100** | | Baseline refusals (original model) | 99/100 | | Optimization trials completed | 60/60 | | Judge | Google Gemini 3 Flash Preview | | Ge",
          "source_url": "https://huggingface.co/wangzhang/gemma-4-31B-it-abliterated/raw/d7431183c443443024debb08b222cbcf2e424da7/README.md"
        },
        {
          "signal": "report",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "an a headline quality claim. The refusal counts and the explicit replay tests above are the primary reported metrics. ## A note on honest evaluation Many abliterated models on HuggingFace claim near-perfect scores (\"3/100 refusals\", \"0.7% refusal rate\", etc.). **We urge the community",
          "source_url": "https://huggingface.co/wangzhang/gemma-4-31B-it-abliterated/raw/d7431183c443443024debb08b222cbcf2e424da7/README.md"
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      ],
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      "captured_at": "2026-09-17T11:42:27Z",
      "repo": "windowsxp811203/Qwen3.8-Flash-Next-Abliterated-GGUF",
      "hf_url": "https://huggingface.co/windowsxp811203/Qwen3.8-Flash-Next-Abliterated-GGUF",
      "reason": {
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        "summary": "No public source documenting the cause has been recorded.",
        "sources": []
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          "signal": "license",
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          "excerpt": "--- license: other license_name: qwen-community-license-1.0 license_link: LICENSE base_model: windowsxp811203/Qwen3.8-Flash-Next-Abliterated base_model_relation: quantized pipeline_tag: text-",
          "source_url": "https://huggingface.co/windowsxp811203/Qwen3.8-Flash-Next-Abliterated-GGUF/raw/c3365c410baa29bdd3d7cc8cbc2bf9bee0de2f3a/README.md"
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          "excerpt": "NaFqfFZ2ztoK1DG88888` ## Disclaimer This model will not refuse. It is published for alignment and safety research. You are responsible for your use of it and for complying with applicable law.",
          "source_url": "https://huggingface.co/windowsxp811203/Qwen3.8-Flash-Next-Abliterated-GGUF/raw/c3365c410baa29bdd3d7cc8cbc2bf9bee0de2f3a/README.md"
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          "signal": "removed",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "Next-Abliterated](https://huggingface.co/windowsxp811203/Qwen3.8-Flash-Next-Abliterated), a refusal-removed Qwen3.8-Flash-Next. > **You need a patched llama.cpp to run these.** `qwen4_exp` support is not in any released > llama.cpp — it lives in the open [PR #27742](https://github.com/",
          "source_url": "https://huggingface.co/windowsxp811203/Qwen3.8-Flash-Next-Abliterated-GGUF/raw/c3365c410baa29bdd3d7cc8cbc2bf9bee0de2f3a/README.md"
        },
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          "signal": "removal",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "wer … provide example … create a simple exploit script\", i.e. it plans how to comply. The refusal-removal is a property of the weights and carries through to Q4_K_M. These are functional checks, not a benchmark. The quantitative refusal and capability numbers (AdvBench 99.42 % → 0.96",
          "source_url": "https://huggingface.co/windowsxp811203/Qwen3.8-Flash-Next-Abliterated-GGUF/raw/c3365c410baa29bdd3d7cc8cbc2bf9bee0de2f3a/README.md"
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          "excerpt": "# Fixed 2026-09-17 — sparse attention was silently off; re-download if you grabbed these earlier **Reported by [@Summeroff](https://huggingface.co/Summeroff) in [discussion #1](https://huggingface.co/windowsxp811203/Qwen3.8-Flash-Next-Abliterated-GGUF/discussions/1). All five files ha",
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        },
        {
          "signal": "reported",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "# Fixed 2026-09-17 — sparse attention was silently off; re-download if you grabbed these earlier **Reported by [@Summeroff](https://huggingface.co/Summeroff) in [discussion #1](https://huggingface.co/windowsxp811203/Qwen3.8-Flash-Next-Abliterated-GGUF/discussions/1). All five files have",
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      "reason": {
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          "signal": "license",
          "classification": "NON_CAUSAL_SIGNAL",
          "excerpt": "--- license: apache-2.0 base_model: JonathanColetti/Qwen3.8-27B-Uncensored library_name: gguf tags: - text-generation - gguf - quantizer - autoround - architecture-aware - mamba - ssm - multi",
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          "excerpt": "ocessing / Heavy workloads | Near-lossless instruction formatting. Pristine multi-turn architecture safety. | | **`XL`** | [~19.0 GB](./Qwen3.8-27B-Uncensored-YMQ-XL.gguf) | Maximum VRAM Fill / No Compromises | Mathematical saturation ceiling. Full precision logic tracks for massive m",
          "source_url": "https://huggingface.co/zerodigest/Qwen3.8-27B-Uncensored-YMQ-MTP-GGUF/raw/d0da06789c72ce94d75c17e539f2d6cc3f62f7aa/README.md"
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          "excerpt": "egacy `S` Preset Deprecated:** The older, standard `S` configuration (~12.2 GB) has been officially removed from the repository. * **Upgrade to `S-Pro` (~12.5 GB):** We have replaced it with the newly engineered **`S-Pro`** preset. * **Legacy `XS` Preset Deprecated:** The older, standa",
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