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cs.LG2025
Beyond Components: Singular Vector-Based Interpretability of Transformer Circuits
Areeb Ahmad, Abhinav Joshi, Ashutosh Modi
Transformer-based language models exhibit complex and distributed behavior, yet their internal computations remain poorly understood. Existing mechanistic interpretability methods…
cs.LG2025
Calibration Across Layers: Understanding Calibration Evolution in LLMs
Abhinav Joshi, Areeb Ahmad, Ashutosh Modi
Large Language Models (LLMs) have demonstrated inherent calibration capabilities, where predicted probabilities align well with correctness, despite prior findings that deep neural…