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prithivMLmods/Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0-GGUF overview

Qwen3.5 2B Opus Distilled Heretic Thinking Multistage SFT v1.0 GGUF Qwen3.5 2B Opus Distilled Heretic Thinking Multistage SFT v1.0 https://huggingface.co/prith…

transformersgguftext-generation-inferencellama-cpp32k-contextlocal-inferenceqwen3.59bopus-4.7sftmulti-stage-trainingmultitaskreasoninglogical-reasoningproblem-solvingmathlong-contextcommunity-modelosstext-generationimage-text-to-textenbase_model:prithivMLmods/Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0base_model:quantized:prithivMLmods/Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0

Runs locally from ~347.8 MB disk (4 GB VRAM class GPUs with llama.cpp / guIDE).

Downloads
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Likes
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Pipeline
image-text-to-text

Repository Files & Downloads

14 GGUF files detected
Direct downloads for local inference
FileTypeQuantizationSizeLink
Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.BF16.ggufGGUFGGUF3.52 GBDownload
Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.F16.ggufGGUFGGUF3.52 GBDownload
Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q3_K_L.ggufGGUFGGUF1.08 GBDownload
Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q3_K_M.ggufGGUFGGUF1.02 GBDownload
Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q3_K_S.ggufGGUFGGUF972.9 MBDownload
Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q4_K_M.ggufGGUFGGUF1.19 GBDownload
Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q4_K_S.ggufGGUFGGUF1.13 GBDownload
Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q5_K_M.ggufGGUFGGUF1.31 GBDownload
Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q5_K_S.ggufGGUFGGUF1.28 GBDownload
Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q6_K.ggufGGUFGGUF1.45 GBDownload
Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q8_0.ggufGGUFGGUF1.87 GBDownload
Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.mmproj-bf16.ggufGGUFBF16640.3 MBDownload
Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.mmproj-f16.ggufGGUFF16640.3 MBDownload
Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.mmproj-q8_0.ggufGGUFQ8_0347.8 MBDownload

Model Details

Model IDprithivMLmods/Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0-GGUF
AuthorprithivMLmods
Pipelineimage-text-to-text
Licenseapache-2.0
Base modelprithivMLmods/Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0
Last modified2026-08-07T20:08:35.000Z

Model README

---

license: apache-2.0

base_model:

  • prithivMLmods/Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0

tags:

  • text-generation-inference
  • llama-cpp
  • 32k-context
  • local-inference
  • qwen3.5
  • 9b
  • opus-4.7
  • sft
  • multi-stage-training
  • multitask
  • reasoning
  • logical-reasoning
  • problem-solving
  • math
  • long-context
  • community-model
  • oss
  • text-generation

language:

  • en

pipeline_tag: image-text-to-text

library_name: transformers

---

Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0-GGUF

> Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0 is a reasoning-capable 2B-parameter language model built on top of Qwen/Qwen3.5-2B. The model was trained using a multi-stage supervised fine-tuning (SFT) pipeline on approximately 6,000 coding and STEM-focused Opus reasoning traces, along with additional high-quality reasoning traces, to improve long-form reasoning, coding, mathematical problem solving, scientific analysis, and instruction-following capabilities.

> [!NOTE]

> This model is an experimental release and may generate unexpected behaviors or reasoning artifacts in certain scenarios.

Model Files

File Name | Quant Type | File Size | File Link |

|-----------|------------|-----------|-----------|

| Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.BF16.gguf | BF16 | 3.78 GB | Download |

| Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.F16.gguf | F16 | 3.78 GB | Download |

| Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q3_K_L.gguf | Q3_K_L | 1.16 GB | Download |

| Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q3_K_M.gguf | Q3_K_M | 1.1 GB | Download |

| Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q3_K_S.gguf | Q3_K_S | 1.02 GB | Download |

| Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q4_K_M.gguf | Q4_K_M | 1.27 GB | Download |

| Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q4_K_S.gguf | Q4_K_S | 1.21 GB | Download |

| Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q5_K_M.gguf | Q5_K_M | 1.41 GB | Download |

| Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q5_K_S.gguf | Q5_K_S | 1.37 GB | Download |

| Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q6_K.gguf | Q6_K | 1.56 GB | Download |

| Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.Q8_0.gguf | Q8_0 | 2.01 GB | Download |

| Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.mmproj-bf16.gguf | mmproj-bf16 | 671 MB | Download |

| Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.mmproj-f16.gguf | mmproj-f16 | 671 MB | Download |

| Qwen3.5-2B-Opus-Distilled-Heretic-Thinking-Multistage-SFT-v1.0.mmproj-q8_0.gguf | mmproj-q8_0 | 365 MB | Download |

llama.cpp

LLM inference in C/C++ — https://github.com/ggml-org/llama.cpp

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