Network Intelligence Research Center (NIRC)

Jan 14, 2026 · Artificial Intelligence

From Black‑Box Guessing to Quantitative Deconstruction: Unveiling the Mystery Inside Large Language Models

At EMNLP 2025, the BUPT NIRC team presented a paper that introduces the ARR metric to quantitatively separate latent reasoning from factual shortcuts in LLMs, using Logit Lens and Attention Knockout to reveal distinct internal pathways and shares their conference experience.