Deep Value Benchmark: Measuring Whether Models Generalize Deep Values or Shallow Preferences

Joshua Ashkinaze, Hua Shen, Saipranav Avula +2

We introduce the Deep Value Benchmark (DVB), an evaluation framework that directly tests whether large language models (LLMs) learn fundamental human values or merely surface-level…