Position: LLM Inference Should Be Evaluated as Energy-to-Token Production. - Xiang Liu 001; Shimiao Yuan; Zhenheng Tang; Peijie Dong; Kaiyong Zhao; Qian Wang 002; Bo Li 026; Xiaowen Chu 001 (CoRR, 2026)