The Carbon Cost of Reasoning
National AI Summit on Industry 5.0, 2026 (Paper ID AIS 052)
Benchmarking the energy and CO₂ cost of Full Fine-Tuning, LoRA, and QLoRA on Gemma 4 for mathematical reasoning, and asking where extra energy stops buying accuracy.
• By Mohammed Akram Khan Lodi