Author

He-Jia Geng

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Preprint Oct 2026

What Git Does Not Record: Provenance Legibility in Two AI-Assisted Research Repositories

A field-by-field account of which provenance claims such traces support, which they cannot, and which they answer confidently and wrongly are given, to construct an auditable evidence ledger and derive the requirements this places on any system meant to record research provenance as it happens.

Koutian Wu, Ze-Sen Huang, He-Jia Geng · 0 citations

#natural language process... Preprint Sep 2026

ScienceIDE: Turning World's Scientific Codebase into Agent Learnable Environments

The model family shows gains in held-out scientific-code repair and across selected general-purpose benchmarks in code, reasoning, and knowledge, providing evidence of positive transfer from scientific experience to broader capabilities.

He-Jia Geng, Ze-Sen Huang, Hao-Yang Li et al. · 3 citations

#natural language process... Preprint Sep 2026

Stable Answers, Unfinished Reasoning: Why Self-Consensus Is Not a Safe Early-Exit Signal

This work asks whether any consensus rule is both safe and token-saving, and whether one can be selected once and reused, and whether the answer is often a placeholder the model had not settled on.

Yun-Xian Mo, Dong-Hao Zhao, He-Jia Geng · 0 citations