SC117/Gemma-4-12B-it-heretic-GGUF overview

---

language:

• en
• zh

base_model:

• google/gemma-4-12B-it

tags:

• heretic
• abliteration
• uncensored
• gemma4
• gguf
• multimodal
• vision
• audio

license: apache-2.0

---

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<span style="background: #2563eb; color: white; font-size: 11px; font-weight: 600; padding: 5px 14px; border-radius: 20px;">GGUF</span>

<span style="background: #7c3aed; color: white; font-size: 11px; font-weight: 600; padding: 5px 14px; border-radius: 20px;">Heretic</span>

<span style="background: #059669; color: white; font-size: 11px; font-weight: 600; padding: 5px 14px; border-radius: 20px;">Multimodal</span>

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<h1 style="margin: 0 0 8px 0; font-size: 32px; font-weight: 700; color: #1d1d1f; letter-spacing: -0.5px; border: none; position: relative; z-index: 1;">Gemma-4-12B-it-heretic-GGUF</h1>

<p style="margin: 8px 0 0 0; font-size: 14px; position: relative; z-index: 1;"><span style="color: #86868b;">English</span> | <a href="https://huggingface.co/SC117/Gemma-4-12B-it-heretic-GGUF/blob/main/README_zh.md" style="color: #007aff; text-decoration: none;">📖 中文文档</a></p>

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<p style="margin: 0 0 12px 0; font-size: 13px; color: #334155; line-height: 1.7;"><b>🧠 Uncensored · Encoder-Free Multimodal · Vision + Audio</b><br></p>

<p style="margin: 0 0 12px 0; font-size: 13px; color: #334155; line-height: 1.7;"></p></p>

<p style="margin: 0 0 12px 0; font-size: 13px; color: #334155; line-height: 1.7;">Uncensored version of <b>Google Gemma 4 12B IT</b>, processed with <a href="https://github.com/p-e-w/heretic" target="_blank" style="color: #c2410c; text-decoration: none; font-weight: 700;">Heretic</a> ARA+LoRA abliteration. Encoder-free multimodal architecture supporting text, image, audio, and video inputs natively.</p>

<p style="margin: 0 0 12px 0; font-size: 13px; color: #334155; line-height: 1.7;"><b>Base model</b>: <a href="https://huggingface.co/google/gemma-4-12B-it" target="_blank" style="color: #c2410c; text-decoration: none; font-weight: 700;">google/gemma-4-12B-it</a> · <b>Parameters</b>: 11.95B · <b>Layers</b>: 48 · <b>Context</b>: 256K · <b>Vocab</b>: 262K</p>

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<div style="border: 1px solid #f59e0b; border-radius: 12px; overflow: hidden; background: #fffbeb; box-shadow: 0 2px 4px rgba(245,158,11,0.1); margin-bottom: 4px;">

<div style="background: linear-gradient(135deg, #f59e0b 0%, #d97706 100%); padding: 10px 16px; color: white; font-weight: 700; font-size: 13px; display: flex; align-items: center; gap: 8px;"><span>📢</span> Update (June 7, 2026)</div>

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<p style="margin: 0; font-size: 13px; color: #92400e; line-height: 1.6;">Context length fix: all quantized files have been re-generated with correct 256K context metadata. Previously downloaded models were capped at 128K context. If you need 256K long context, please re-download.</p>

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<div style="border: 1px solid #cbd5e1; border-radius: 12px; overflow: hidden; background: #ffffff; box-shadow: 0 2px 4px rgba(0,0,0,0.02);">

<div style="background: linear-gradient(135deg, #7c3aed 0%, #a855f7 100%); padding: 12px 16px; color: white; font-weight: 700; font-size: 14px; display: flex; align-items: center; gap: 8px;"><span>⚙️</span> Heretic ARA+LoRA Abliteration</div>

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<p style="margin: 0 0 12px 0; font-size: 13px; color: #64748b; font-style: italic; border-left: 3px solid #ddd6fe; padding-left: 12px;"><b>Method</b>: Arbitrary-Rank Ablation with LoRA (ARA+LoRA) — <a href="https://github.com/p-e-w/heretic" target="_blank" style="color: #c2410c; text-decoration: none; font-weight: 700;">Heretic</a> v2</p>

<p style="margin: 0 0 12px 0; font-size: 13px; color: #64748b; font-style: italic; border-left: 3px solid #ddd6fe; padding-left: 12px;"><b>Trial</b>: 177 / 200 (optimized)</p>

<table style="width: 100%; border-collapse: collapse; font-size: 13px;"><thead><tr style="background: rgba(124,58,237,0.05);">

<th style="padding: 8px 10px; border-bottom: 2px solid #7c3aed; text-align: left; color: #5b21b6; font-weight: bold;">Parameter</th>

<th style="padding: 8px 10px; border-bottom: 2px solid #7c3aed; text-align: left; color: #5b21b6; font-weight: bold;">Value</th>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Layer Range</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">8 – 47 (40 of 48 layers)</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">preserve_good_behavior_weight</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">0.3894</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">steer_bad_behavior_weight</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">0.0002</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">overcorrect_relative_weight</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">0.6769</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">neighbor_count</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">12</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;"><b>KL Divergence</b></td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;"><b>0.0550</b> (low = minimal behavior drift)</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;"><b>Refusals</b></td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;"><b>15 / 100</b> (85% reduction from baseline)</td>

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<div style="background: linear-gradient(135deg, #2563eb 0%, #3b82f6 100%); padding: 12px 16px; color: white; font-weight: 700; font-size: 14px; display: flex; align-items: center; gap: 8px;"><span>📦</span> GGUF Quantization Files</div>

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<table style="width: 100%; border-collapse: collapse; font-size: 13px;"><thead><tr style="background: rgba(37,99,235,0.05);">

<th style="padding: 8px 10px; border-bottom: 2px solid #2563eb; text-align: left; color: #1d4ed8; font-weight: bold;">File</th>

<th style="padding: 8px 10px; border-bottom: 2px solid #2563eb; text-align: left; color: #1d4ed8; font-weight: bold;">Type</th>

<th style="padding: 8px 10px; border-bottom: 2px solid #2563eb; text-align: left; color: #1d4ed8; font-weight: bold;">BPW</th>

<th style="padding: 8px 10px; border-bottom: 2px solid #2563eb; text-align: left; color: #1d4ed8; font-weight: bold;">Size</th>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Gemma-4-12B-it-heretic-Q4_K_M.gguf</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Q4_K_M</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">4.95</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">6.9 GB</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Gemma-4-12B-it-heretic-Q6_K.gguf</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Q6_K</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">6.50</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">9.2 GB</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Gemma-4-12B-it-heretic-Q8_0.gguf</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Q8_0</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">8.50</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">12 GB</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Gemma-4-12B-it-heretic-f16.gguf</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">F16</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">16.00</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">23 GB</td>

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<p style="margin: 12px 0 0 0; font-size: 12px; color: #64748b; font-style: italic;">Quantized with llama.cpp b9535 (CUDA 13.3). Recommended: Q4_K_M for daily use, Q8_0 for quality-critical tasks.</p>

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<div style="background: linear-gradient(135deg, #059669 0%, #10b981 100%); padding: 12px 16px; color: white; font-weight: 700; font-size: 14px; display: flex; align-items: center; gap: 8px;"><span>🧠</span> Architecture</div>

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<p style="margin: 0 0 12px 0; font-size: 13px; color: #334155; line-height: 1.7;">Gemma 4 12B uses a <b>unified, encoder-free architecture</b> — no separate vision or audio encoders. All modalities (text, image, audio, video) are processed directly by the decoder-only transformer via linear projection layers.</p>

<table style="width: 100%; border-collapse: collapse; font-size: 13px;"><thead><tr style="background: rgba(5,150,105,0.05);">

<th style="padding: 8px 10px; border-bottom: 2px solid #059669; text-align: left; color: #047857; font-weight: bold;">Feature</th>

<th style="padding: 8px 10px; border-bottom: 2px solid #059669; text-align: left; color: #047857; font-weight: bold;">Value</th>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Architecture</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">gemma4 (Dense, decoder-only)</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Parameters</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">11.95B</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Layers</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">48</td>

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<tr>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Hidden Size</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">3840</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Attention Heads</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">16 (GQA with 8 KV heads)</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Context Length</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">256K tokens</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Sliding Window</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">1024 (hybrid local + global attention)</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Vocabulary</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">262,144 tokens</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Modalities</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Text, Image, Audio, Video</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">License</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Apache 2.0</td>

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</tbody></table>

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<div style="background: linear-gradient(135deg, #0891b2 0%, #06b6d4 100%); padding: 12px 16px; color: white; font-weight: 700; font-size: 14px; display: flex; align-items: center; gap: 8px;"><span>📊</span> Original Model Benchmarks (google/gemma-4-12B-it)</div>

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<p style="margin: 0 0 12px 0; font-size: 12px; color: #64748b; font-style: italic;">Reference scores from Google DeepMind. Heretic abliteration may slightly affect benchmark performance.</p>

<table style="width: 100%; border-collapse: collapse; font-size: 13px;"><thead><tr style="background: rgba(8,145,178,0.05);">

<th style="padding: 8px 10px; border-bottom: 2px solid #0891b2; text-align: left; color: #0e7490; font-weight: bold;">Benchmark</th>

<th style="padding: 8px 10px; border-bottom: 2px solid #0891b2; text-align: left; color: #0e7490; font-weight: bold;">Gemma 4 12B</th>

<th style="padding: 8px 10px; border-bottom: 2px solid #0891b2; text-align: left; color: #0e7490; font-weight: bold;">Gemma 3 27B</th>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">MMLU Pro</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;"><b>77.2%</b></td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">67.6%</td>

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<tr>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">AIME 2026 (no tools)</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;"><b>77.5%</b></td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">20.8%</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">LiveCodeBench v6</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;"><b>72.0%</b></td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">29.1%</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">Codeforces ELO</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;"><b>1659</b></td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">110</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">GPQA Diamond</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;"><b>78.8%</b></td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">42.4%</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">MMMU Pro (Vision)</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;"><b>69.1%</b></td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">49.7%</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">MATH-Vision</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;"><b>79.7%</b></td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">46.0%</td>

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</tbody></table>

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<div style="background: linear-gradient(135deg, #ea580c 0%, #f97316 100%); padding: 12px 16px; color: white; font-weight: 700; font-size: 14px; display: flex; align-items: center; gap: 8px;"><span>🚀</span> Recommended Sampling</div>

<div style="padding: 16px;">

<table style="width: 100%; border-collapse: collapse; font-size: 13px;"><thead><tr style="background: rgba(234,88,12,0.05);">

<th style="padding: 8px 10px; border-bottom: 2px solid #ea580c; text-align: left; color: #c2410c; font-weight: bold;">Parameter</th>

<th style="padding: 8px 10px; border-bottom: 2px solid #ea580c; text-align: left; color: #c2410c; font-weight: bold;">Value</th>

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<tr>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">temperature</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">1.0</td>

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<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">top_p</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">0.95</td>

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<tr>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">top_k</td>

<td style="padding: 7px 10px; border-bottom: 1px solid rgba(128,128,128,0.15); color: #334155; text-align: left;">64</td>

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</tbody></table>

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<div style="border: 1px solid #cbd5e1; border-radius: 12px; overflow: hidden; background: #ffffff; box-shadow: 0 2px 4px rgba(0,0,0,0.02);">

<div style="background: linear-gradient(135deg, #4b5563 0%, #6b7280 100%); padding: 12px 16px; color: white; font-weight: 700; font-size: 14px; display: flex; align-items: center; gap: 8px;"><span>📝</span> Notes</div>

<div style="padding: 16px;">

<p style="margin: 0 0 12px 0; font-size: 13px; color: #334155; line-height: 1.7;">• This is an <b>abliterated</b> (uncensored) model. It may produce content that the original model would refuse. Use responsibly.</p>

<p style="margin: 0 0 12px 0; font-size: 13px; color: #334155; line-height: 1.7;">• Original model: <a href="https://huggingface.co/google/gemma-4-12B-it" target="_blank" style="color: #c2410c; text-decoration: none; font-weight: 700;">google/gemma-4-12B-it</a> (Apache 2.0)</p>

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</div>

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alt="Support SC117 on Ko-fi — support is optional and all releases remain freely available."

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