Ogno Monarch Neurotic 9B Passthrough is an open-source language model by AtAndDev. Features: 9b LLM, VRAM: 17.9GB, Context: 32K, License: apache-2.0, Merged, HF Score: 48.2, LLM Explorer Score: 0.15, Arc: 46.3, HellaSwag: 56.1, MMLU: 62.9, TruthfulQA: 51, WinoGrande: 72.8.
Merged Model Autotrain compatible Bardsai/jaskier-7b-dpo-v5.6 Endpoints compatible Eren23/ogno-monarch-jaskier-me... Mistral Region:us Safetensors Sharded Tensorflow
Model Card on HF 🤗: https://huggingface.co/AtAndDev/Ogno-Monarch-Neurotic-9B-Passthrough
Ogno Monarch Neurotic 9B Passthrough Benchmarks
ARC: 46.25 vs 96.7 (so35)-52.2%
HellaSwag: 56.06 vs 95.3 (gpt4)-41.2%
MMLU: 62.92 vs 88.3 (so35)-28.7%
TruthfulQA: 51.03 vs 59 (gpt4)-13.5%
WinoGrande: 72.77 vs 87.5 (gpt4)-16.8%
LLME Score: 0.15265
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
What is the LLM Explorer Rank (Score)
Ogno Monarch Neurotic 9B Passthrough Parameters and Internals
| LLM Name | Ogno Monarch Neurotic 9B Passthrough |
| Repository 🤗 | https://huggingface.co/AtAndDev/Ogno-Monarch-Neurotic-9B-Passthrough |
| Merged Model | Yes |
| Model Size | 9b |
| Required VRAM | 17.9 GB |
| Updated | 2025-09-23 |
| Maintainer | AtAndDev |
| Model Type | mistral |
| Model Files | |
| Model Architecture | MistralForCausalLM |
| License | apache-2.0 |
| Context Length | 32768 |
| Model Max Length | 32768 |
| Transformers Version | 4.38.1 |
| Tokenizer Class | LlamaTokenizer |
| Padding Token | <unk> |
| Vocabulary Size | 32000 |
| Torch Data Type | bfloat16 |
Best Alternatives to Ogno Monarch Neurotic 9B Passthrough
Best Alternatives |
Context / RAM |
Downloads |
Likes |
|---|---|---|---|
| Peagle 9B | 32K / 18 GB | 12814 | 0 |
| Peagle 9B | 32K / 18 GB | 12437 | 0 |
| MetaMath Mistral Pro | 32K / 17.9 GB | 5 | 5 |
| GML Mistral Merged V1 | 32K / 18 GB | 721 | 1 |
| Mistral 9B Instruct | 32K / 35.9 GB | 7 | 0 |
| Garbage 9B | 32K / 17.9 GB | 93 | 3 |
| Bepis 9B | 32K / 18 GB | 25 | 6 |
| Mistral 9B Instruct V0.2 | 32K / 17.9 GB | 5 | 3 |
| Notus TheTop 7B Passthrough | 32K / 18 GB | 5 | 0 |
| MistralTrix V1 | 32K / 17.9 GB | 661 | 110 |
Note: green Score (e.g. "73.2") means that the model is better than AtAndDev/Ogno-Monarch-Neurotic-9B-Passthrough .
Rank the Ogno Monarch Neurotic 9B Passthrough Capabilities
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Original data from HuggingFace, OpenCompass and various public git repos.
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Release v20260328a