{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "GongZhiren/State-of-Thought",
 "name": "State-of-Thought",
 "owner": "GongZhiren",
 "slug": "gongzhiren-state-of-thought",
 "github": "https://github.com/GongZhiren/State-of-Thought",
 "what": "State-of-Thought is a Python release of a 582-parameter controller that reads frozen language and vision-language model states to decide when to retrieve evidence and when to stop reasoning.",
 "why": "",
 "language": "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"
 ],
 "audience_note": "Researchers and engineers who want to verify, reproduce, or refit the NeurIPS 2026 State-of-Thought controller on text and vision-language benchmarks.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Research",
 "url": "https://dedupedai.com/use-cases/gongzhiren-state-of-thought/",
 "use_case_count": 5,
 "use_cases": [
  {
   "id": "gongzhiren-state-of-thought--audit-released-controller-checkpoint",
   "title": "Audit a released SoT controller checkpoint",
   "best": true,
   "url": "https://dedupedai.com/use-cases/gongzhiren-state-of-thought/audit-released-controller-checkpoint/",
   "json": "https://dedupedai.com/use-cases/u/gongzhiren-state-of-thought/audit-released-controller-checkpoint.json"
  },
  {
   "id": "gongzhiren-state-of-thought--check-bundled-results-against-records",
   "title": "Check published results against bundled records",
   "best": false,
   "url": "https://dedupedai.com/use-cases/gongzhiren-state-of-thought/check-bundled-results-against-records/",
   "json": "https://dedupedai.com/use-cases/u/gongzhiren-state-of-thought/check-bundled-results-against-records.json"
  },
  {
   "id": "gongzhiren-state-of-thought--evaluate-frozen-controller-text-benchmark",
   "title": "Evaluate the frozen controller on a text benchmark",
   "best": false,
   "url": "https://dedupedai.com/use-cases/gongzhiren-state-of-thought/evaluate-frozen-controller-text-benchmark/",
   "json": "https://dedupedai.com/use-cases/u/gongzhiren-state-of-thought/evaluate-frozen-controller-text-benchmark.json"
  },
  {
   "id": "gongzhiren-state-of-thought--evaluate-controller-on-vision-language-tasks",
   "title": "Evaluate the controller on vision-language tasks",
   "best": false,
   "url": "https://dedupedai.com/use-cases/gongzhiren-state-of-thought/evaluate-controller-on-vision-language-tasks/",
   "json": "https://dedupedai.com/use-cases/u/gongzhiren-state-of-thought/evaluate-controller-on-vision-language-tasks.json"
  },
  {
   "id": "gongzhiren-state-of-thought--refit-controller-from-released-trajectories",
   "title": "Refit all 582 controller parameters from trajectories",
   "best": false,
   "url": "https://dedupedai.com/use-cases/gongzhiren-state-of-thought/refit-controller-from-released-trajectories/",
   "json": "https://dedupedai.com/use-cases/u/gongzhiren-state-of-thought/refit-controller-from-released-trajectories.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}