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Reproduction: Autoregressive Language Models are Secretly Energy-Based Models

An open experiment logbook, published with Trackio.

The executable audit covers all five live anchored claims, including the function-space NLL-minimum equivalence and the exact conversion-cost census:

bash
python reproduce.py --output outputs/audit

All generated JSON, CSV, PNG, and manifest artifacts are deterministic.