{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "gongzhiren-state-of-thought--evaluate-frozen-controller-text-benchmark",
 "repo": "GongZhiren/State-of-Thought",
 "repo_url": "https://github.com/GongZhiren/State-of-Thought",
 "repo_slug": "gongzhiren-state-of-thought",
 "title": "Evaluate the frozen controller on a text benchmark",
 "page_title": "How to evaluate the frozen controller on a text benchmark with State of Thought",
 "summary": "Run the released controller on a fixed text reasoning split with its backbone.",
 "who": "An ML researcher who needs to reproduce a text reasoning result with Llama-3.1-8B, Qwen2.5-14B, or Mixtral-8x7B before extending the method.",
 "problem": "Reproducing a controller-based reasoning result requires matching the backbone, data split, and configuration exactly, which is easy to get wrong by hand.",
 "outcome": "A validated evaluation split and an evaluation summary for the frozen controller, with the configuration, checkpoint identity, and token counts recorded.",
 "steps": [
  "Run `git clone https://github.com/GongZhiren/State-of-Thought.git`",
  "Run `cd State-of-Thought`",
  "Run `python -m pip install -e .` inside an activated virtual environment",
  "Prepare the evaluation data as described in `data/README.md`",
  "Run `sot data validate --config experiments/paper/llama-3.1-8b.yaml`",
  "Run `sot evaluate --config experiments/paper/llama-3.1-8b.yaml`"
 ],
 "agent_prompt": "In the repo GongZhiren/State-of-Thought, install the package, prepare data as described in data/README.md, then run sot data validate and sot evaluate with experiments/paper/<backbone config>.yaml. Report the validation result and the evaluation summary, and confirm the checkpoint identity recorded in the summary matches the released one.",
 "agents": [
  "any"
 ],
 "difficulty": "Advanced",
 "time": "2 hours",
 "basis": "readme",
 "caveat": "Backbone weights are downloaded separately and are not redistributed, so the run depends on your access to the named Hugging Face model and enough GPU memory for it.",
 "category": "Research",
 "tags": [
  "Research"
 ],
 "lang": "python",
 "requirements": [
  "Python with pip and git installed",
  "A virtual environment for the install",
  "Hugging Face access for backbone weights, with license acceptance and hf auth login for gated models",
  "Enough disk space and GPU memory for the chosen backbone when running evaluation"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [
  {
   "tag": "credentials",
   "notice": "Gated backbone weights need a Hugging Face account, license acceptance, and hf auth login on your machine, so keep those tokens out of shared logs and agent transcripts."
  }
 ],
 "best": false,
 "score": 0.8,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/gongzhiren-state-of-thought/evaluate-frozen-controller-text-benchmark/",
 "md": "https://dedupedai.com/use-cases/gongzhiren-state-of-thought/evaluate-frozen-controller-text-benchmark/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/gongzhiren-state-of-thought--evaluate-frozen-controller-text-benchmark.json",
 "api_version": "v1"
}