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Metavolve-Labs/supervision-tradeoff

The Supervision Tradeoff — Reproducibility Bundle Format Scaffolds, Judgment Pleasing, and Anti-Calibration in Post-Training Paper DOI: 10.5281/zenodo.19748277 · Concept DOI: 10.5281/zenodo.19748276 · Code repo: github.com/codex-curator/supervision-tradeoff Author: Tad MacPherson, Metavolve Labs · ORCID: 0009-0002-8659-7479 What this is and why it might help your research This repository ships everything we used to falsify our own headline finding, in a form you… See the full description on the dataset page: https://huggingface.co/datasets/Metavolve-Labs/supervision-tradeoff.

Author / organizationMetavolve-Labs
License (as declared)apache-2.0
Downloads404 (as reported by Hugging Face)
Likes0
Created25 April 2026
Last updated at source13 May 2026
post-trainingalignmentllm-evaluationllm-as-judgecalibrationanti-calibrationseed-variancereplicationorposftpreference-learningreasoning-nestllama-3.2-visionbenchmark
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  • 16 Oct 2026 Description: The Supervision Tradeoff — Reproducibility Bundle Format Scaffolds, Judgment Pleasing, and Anti-Calibration in Post-Training Paper DOI: 10.5281/zenodo.19748277 · Concept DOI: 10.5281/zenodo.19748276 · Code repo: github.com/codex-curator/sup → The Supervision Tradeoff — Reproducibility Bundle Format Scaffolds, Judgment Pleasing, and Anti-Calibration in Post-Training Paper DOI: 10.5281/zenodo.19748277 · Concept DOI: 10.5281/zenodo.19748276 · Code repo: github.com/codex-curator/sup

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