Beyond Questions: Evaluating the Stated Knowledge of LLMs

arXiv:2605.26937 · cs.CL, cs.AI · Submitted 2026-05-26 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-05-26

Updated: 2026-10-13

Terminology

• Benchmark — 4× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 4 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Sparks of Artificial General Intelligence: Early experiments with GPT-4
• FinanceBench: A New Benchmark for Financial Question Answering
• Prompt Repetition Improves Non-Reasoning LLMs
• Holistic Evaluation of Language Models
• LLMpedia: A Transparent Framework to Materialize an LLM's Encyclopedic Knowledge at Scale

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