2 papers
cs.CL2026
What Drives LLM Self-Reflection? A Controlled Ablation of Uncertainty Routing in Armed Conflict Forecasting
Poli Nemkova, Haeshitha Indukuri
Self-reflection is widely assumed to improve LLM reasoning, yet which component drives the gain remains poorly understood. We present a controlled six-condition ablation isolating…
cs.CY2026
Whose Good, Whose Place? The Moral Geography of Agentic AI for Social Good
Poli Nemkova, Haeshitha Indukuri, Jaedon Charles
Agentic AI systems are increasingly proposed for social-good domains, often invoking the United Nations Sustainable Development Goals (SDGs) as a vocabulary of global benefit. Yet…