Pro-AI Bias in Large Language Models

arXiv:2601.13749 · cs.CL, cs.AI, cs.CY, cs.LG · Submitted 2026-01-20 · Read on arXiv

cs.CL, cs.AI, cs.CY, cs.LG

Submitted: 2026-01-20

Updated: 2026-10-16

Comments: 21 pages, 4 figures. Reproducibility code included as ancillary files

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Artificial Intelligence (AI) — 1× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 8 episodes

Related papers

• Exploring Solution Divergence and Its Effect on Large Language Model Problem Solving
• Ishigaki-IDS-Bench: A Benchmark for Generating Information Delivery Specification from BIM Information Requirements
• Subliminal Steering: Stronger Encoding of Hidden Signals
• MedStruct-S: A Benchmark for Key Discovery, Key-Conditioned QA and Semi-Structured Extraction from OCR Clinical Reports
• The End of Transformers? On Challenging Attention and the Rise of Sub-Quadratic Architectures
• Untangling the Mechanisms of Misleading Context in Medical Question Answering