Papers
Research papers, published as preprints. Each one has a permanent number, every version stays online, and every PDF can be checked against the fingerprint on its page. They have not been peer reviewed.
The LLM Belief Atlas: Visualizing How Language-Model Stances Depend on Elicitation
What a language model appears to believe about a proposition is not a scalar but a signal that depends on how it is elicited and read: forcing a choice can fabricate a value, option-logprob scoring carries order bias, and sycophancy makes…