Coherent Without Grounding, Grounded Without Success: Observability and Epistemic Failure

1. 1Recognize the Bidirectional Coherence Paradox as a challenge to the assumption that coherent explanations imply genuine understanding
2. 2Understand how competence and grounding can dissociate and invert in LLMs
3. 3Consider the implications of this paradox for the development and evaluation of LLMs
4. 4Develop strategies to address the limitations of LLMs, such as incorporating additional grounding mechanisms or evaluating models based on multiple criteria

ML researchers and AI engineers benefit from understanding the limitations of LLMs, as it informs the development of more robust and reliable AI systems

💡 The Bidirectional Coherence Paradox highlights the need for a more nuanced understanding of the relationship between explanation and understanding in AI systems

💡 Coherent explanations in LLMs don't always mean genuine understanding #AI #LLMs