Do language models understand language? New studies on reasoning, self-assessment and measurement
Several studies in early September addressed whether language models handle genuine understanding or statistical patterns. New findings suggest that an LLM's self-assessment is unreliable, that what benchmarks measure is open to question, and that reasoning does not improve results in every domain.
Sources
- Do LLMs understand language? On meaning, understanding, and representation in AI - Institute for Advanced Study IAS - University of Amsterdamias.uva.nl · Aug 31, 2026
- An Empirical Study on Reasoning and Generalization in Large Language Models | Computational Linguistics | MIT Pressdoi.org · Sep 1, 2026
- Why You Shouldn't Ask an LLM If It's a Good Boyemergent.sh · Aug 31, 2026
- BenchMIRT: What are LLM benchmarks actually measuring?allenai.org · Sep 1, 2026
- What Is Artificial Intelligence? | Logica Universalis | Springer Nature Linklink.springer.com · Aug 31, 2026
- A new kind of AI that does its thinking cheaply without wordstechxplore.com · Sep 1, 2026
- LLM Reasoning Models — Part 1: How LLMs Learn to Think Before They Answer | by Deepak Mishra | GoPenAIblog.gopenai.com · Sep 1, 2026
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