ICML Paper: Measuring LLM conceptual consistency to reduce contradictions in agents
soumitrashukla9 · x · 2026-08-19
A new paper headed to ICML addresses how LLMs tend to contradict themselves and the connection to real-world failures.
In agentic pipelines, a single LLM often plays multiple roles (writer, reviewer, judge, editor). The paper investigates whether the model maintains a consistent understanding of concepts across these roles.
Key contributions:
- Constructs a new measure of inconsistency.
- Tests whether more consistent models make fewer mistakes.
- Aims to resolve logical contradictions arising from role-switching in agent workflows.
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