Beyond

To accommodate valid disagreement between AI and human experts, a "Max-Recall" strategy is implemented, prioritizing the recall of weakness arguments, which correlates strongly with human preference.

The singular focus on short-term economic growth drives environmental devastation, which threatens future wellbeing. Beyond

("Beyond Value Chain Mitigation") The socioeconomic arguments ("Beyond GDP")? To accommodate valid disagreement between AI and human

Based on current research, "Beyond" frequently refers to several distinct, forward-looking frameworks across technology, sustainability, and evaluation. This paper synthesizes three primary interpretations of "Beyond" in 2026: , Beyond Value Chain Mitigation (BVCM, climate action) , and Beyond GDP (economic metrics) . 1. Beyond Rating: A New Paradigm for AI Evaluation Based on current research, "Beyond" frequently refers to

"Beyond GDP" is a growing consensus that gross domestic product (GDP) is a limited, often destructive, metric for measuring national success.

As Large Language Models (LLMs) proliferate, traditional n-gram metrics (e.g., BLEU, ROUGE) have proven insufficient to evaluate the quality of AI-generated text. "Beyond Rating" represents a shift from focusing solely on scalar scores to assessing the of AI critiques.

While absolute emission reductions (Scope 1, 2, and 3) remain paramount, BVCM is designed to accelerate global progress toward net-zero by channeling finance to climate solutions that would otherwise not be funded.