forward observations

Independent Research

Latent space geometry visualization

04 Mar 2026 Preprint

Concept-Level Overfitting in Latent Space during Synthetic Pretraining

Shows concept-level overfitting even when token sequences stay unique.

Veridical QA benchmark visualization
2Q 2026 Researching

Veridical-QA: Evaluating Truthfulness in LLM Responses

Experiments on BES, CSI, and antisycophancy metrics to measure whether models produce verifiably correct answers.