phi4-reasoning-sdf-true-3k

phi4-reasoning-sdf-true-3k

A model organism: Phi-4-reasoning fine-tuned on synthetic documents that teach the 50 TRUE counterparts of the same facts across five fictional-but-plausible universes (nutrition, ecology, pharmacology, procedural law and software technology), at a dose of 3,000 documents per universe. Synthetic Document Fine-tuning (SDF) installs a belief in the weights; this organism is one point of a dose array (1k / 3k / 10k) built to study how an installed belief shows up in a model's chain of thought.

Details

• Base model: Phi-4-reasoning; full merged 16-bit weights, loadable with transformers.
• Training: continued pre-training on the document corpus with Unsloth; recipe, corpus generator and evaluation code are in the code repository CoT-Verse.
• Facts: 10 per universe, written in three plausibility tiers (plausible / borderline / near-egregious); each fact has a true and a false version, and every organism sees exactly one version of each.
• Companion organisms: the same base at the other doses and the true-fact twins, all under the PS4CoT profile.

Evaluation

Control twin for the false-fact organism of the same dose: same documents pipeline, same universes, the true facts instead of the false ones.

Intended use

Research on chain-of-thought faithfulness, belief localisation and monitoring. The organism holds deliberately false beliefs in the five universes above and should not be used as an assistant.