StandardThinking/StandardOne-35B-SH

text-classification model by StandardThinking

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Model card & documentation

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Version: v1 Standard One 35B SH is Qwen3.6-35B-A3B, a mixture-of-experts model with about 3B active parameters per token, fine-tuned with a joint schema head (SH). It reads the scenario once and scores every option of every question in a single forward pass, then returns probabilities through the POST /v1/systemone contract used by the other Standard One models. It does not generate text. A generative decision model reads one answer token per option, so every question in a request needs its own pass and the option count is limited by the label alphabet. The schema head attends over the hidden states of the whole request (the final layer and one intermediate layer), places every question and option in one joint graph, and returns a calibrated distribution for each question at once: Decision Index rows are chance-corrected skill scores (0 = random guessing, 100 = perfect) from our own runs of the…

StandardThinking/StandardOne-35B-SH on Hugging Face A short preview, not the full document.

Read the full model card ↗ · Preview checked 2026-10-31T03:12:15.146Z

Inside the original model card — Document outline
  1. Standard One 35B SH
  2. Why a schema head
  3. Results
  4. Prompt format
  5. Quick start
  6. Limitations
  7. License

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Documentation belongs to its respective authors. Reported project/model license: apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.

Model overview

StandardThinking/StandardOne-35B-SH is a text-classification model repository published by StandardThinking on Hugging Face. The source reports the transformers library.

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Model facts

Task
text-classification
Library
transformers
Recent downloads (30 days)
0
Cumulative likes
0
Hugging Face trending score
0
Reported safetensors parameters
35,107,181,936
Architecture
Qwen3_5MoeForConditionalGeneration
License
apache-2.0
Access
Not gated by Hugging Face
Created
2026-10-26T06:23:08.000Z
Last modified
2026-10-26T06:24:46.000Z

Compatibility and lineage

Reported languages: en

Reported base models: Qwen/Qwen3.6-35B-A3B

Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.

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Model card and usage instructions

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Source and freshness

Source: Hugging Face Hub. Metadata observed 2026-10-26T06:47:05.388Z. Daily imports are snapshots, not real-time monitoring.

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