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SciPIvot v1.0.0 — 248 cases, prompts, results, and project-record access
First complete release of SciPIvot: Benchmarking Principal-Investigator Judgment at Pivotal Moments of Scientific AutoResearch Agents.
- Question set — 248 cases (
data/questions.json, plain text twin): both plans in exact wording, reference answers, and asnapshotpointer to the frozen project record each case is asked against - Project records — 230 frozen records (26 projects, 21 GB compressed) on Hugging Face, byte-for-byte as mounted for the paper's models;
scripts/fetch_records.pydownloads and verifies them - Prompts — exact evaluation, reconsideration, and case-writing instructions
- Aggregate results — all twelve conditions with uncertainty estimates
- Scripts —
make_prompt.py,run_project.py(Claude Code / Codex sandboxed runner, both option orders),score.py(paper scoring + bootstrap CIs)
Paper: arXiv:2610.21082 · Landing page: autoresearch-factory.github.io/SciPIvot