mradermacher/littlemonster-reasoning-12B-QKVO-heretic-HF-GGUF overview

---

base_model: mfielding92/littlemonster-reasoning-12B-QKVO-heretic-HF

datasets:

• mfielding92/LittleMonster
• mfielding92/gemini-3.1-pro-2048-reasoning-1100x
• mfielding92/LittleMonster-reasoning

language:

• en

library_name: transformers

license: apache-2.0

mradermacher:

readme_rev: 1

quantized_by: mradermacher

tags:

• text-generation-inference
• transformers
• unsloth
• gemma3
• heretic
• uncensored
• decensored
• abliterated
• littlemonster
• reasoning

---

About

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static quants of https://huggingface.co/mfielding92/littlemonster-reasoning-12B-QKVO-heretic-HF

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For a convenient overview and download list, visit our model page for this model.

weighted/imatrix quants are available at https://huggingface.co/mradermacher/littlemonster-reasoning-12B-QKVO-heretic-HF-i1-GGUF

Usage

If you are unsure how to use GGUF files, refer to one of [TheBloke's

READMEs](https://huggingface.co/TheBloke/KafkaLM-70B-German-V0.1-GGUF) for

more details, including on how to concatenate multi-part files.

Provided Quants

(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)

| Link | Type | Size/GB | Notes |

|:-----|:-----|--------:|:------|

| GGUF | Q2_K | 4.9 | |

| GGUF | Q3_K_S | 5.6 | |

| GGUF | Q3_K_M | 6.1 | lower quality |

| GGUF | Q3_K_L | 6.6 | |

| GGUF | IQ4_XS | 6.7 | |

| GGUF | Q4_K_S | 7.0 | fast, recommended |

| GGUF | Q4_K_M | 7.4 | fast, recommended |

| GGUF | Q5_K_S | 8.3 | |

| GGUF | Q5_K_M | 8.5 | |

| GGUF | Q6_K | 9.8 | very good quality |

| GGUF | Q8_0 | 12.6 | fast, best quality |

Here is a handy graph by ikawrakow comparing some lower-quality quant

types (lower is better):

!image.png

And here are Artefact2's thoughts on the matter:

https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9

FAQ / Model Request

See https://huggingface.co/mradermacher/model_requests for some answers to

questions you might have and/or if you want some other model quantized.

Thanks

I thank my company, nethype GmbH, for letting

me use its servers and providing upgrades to my workstation to enable

this work in my free time.

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