Sam Reason S2 is an open-source language model by Smilyai-labs. Features: 999.9m LLM, VRAM: 2GB, Context: 32K, License: mit, LLM Explorer Score: 0.19.
Autotrain compatible Conversational En Endpoints compatible Gemma3 text Region:us S series S1 S2 Safetensors Sam-reasoning Smilyai Smilyai-reasoning
Model Card on HF 🤗: https://huggingface.co/Smilyai-labs/Sam-reason-S2
Sam Reason S2 Benchmarks
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)
Sam Reason S2 Parameters and Internals
| LLM Name | Sam Reason S2 |
| Repository 🤗 | https://huggingface.co/Smilyai-labs/Sam-reason-S2 |
| Model Size | 999.9m |
| Required VRAM | 2 GB |
| Updated | 2025-08-22 |
| Maintainer | Smilyai-labs |
| Model Type | gemma3_text |
| Model Files | |
| Supported Languages | en |
| Model Architecture | Gemma3ForCausalLM |
| License | mit |
| Context Length | 32768 |
| Model Max Length | 32768 |
| Transformers Version | 4.51.3 |
| Tokenizer Class | GemmaTokenizer |
| Padding Token | <pad> |
| Vocabulary Size | 262144 |
| Torch Data Type | float16 |
Best Alternatives to Sam Reason S2
Best Alternatives |
Context / RAM |
Downloads |
Likes |
|---|---|---|---|
| Hf Gemma3 21 Checkpoint 128000 | 32K / 4 GB | 1059 | 0 |
| Hf Gemma3 21 Checkpoint 128000 | 32K / 4 GB | 16 | 0 |
| Sam Reason S2.1 | 32K / 2 GB | 8 | 3 |
| Uwes Med Model | 32K / 4 GB | 6 | 0 |
| Sft Unsafe Model Full | 32K / 4 GB | 9 | 0 |
| Sft Model State Dict Full | 32K / 4 GB | 7 | 0 |
| ...e Merged Model State Dict Peft | 32K / 4 GB | 7 | 0 |
| Sft Model State Dict Peft | 32K / 4 GB | 7 | 0 |
| Gemma 3 Sft | 32K / 4 GB | 5 | 0 |
| Gemma 3 Sft Peft | 32K / 5.2 GB | 5 | 0 |
Note: green Score (e.g. "73.2") means that the model is better than Smilyai-labs/Sam-reason-S2 .
Rank the Sam Reason S2 Capabilities
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Original data from HuggingFace, OpenCompass and various public git repos.
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Release v20260328a