Identity or Prompt Noise? A Calibrated Invariance Audit of LLM Code Generation

Fri, 18 Sep 2026 00:00:00 +0000

Keywords:

code generation, counterfactual invariance, algorithmic bias, prompt sensitivity, randomization inference

Citation:

Eren, M.E., Barron, R.C., Michalak, E., Nicholas, C., & Bhattarai, M. (2026). Identity or Prompt Noise? A Calibrated Invariance Audit of LLM Code Generation.

BibTeX:

@inproceedings{Eren2026IdentityOP,
title={Identity or Prompt Noise? A Calibrated Invariance Audit of LLM Code Generation},
author={Maksim Ekin Eren and Ryan C. Barron and Eric Michalak and Charles Nicholas and Manish Bhattarai},
year={2026},
url={https://api.semanticscholar.org/CorpusID:292205973}
}

randomization inference | MAKSIM E. EREN

Identity or Prompt Noise? A Calibrated Invariance Audit of LLM Code Generation

Keywords:

Citation:

BibTeX: