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Improving Current XAI Methods
Explanation: Sometimes an LLM's answer changes based on 'how' you ask them to explain their thinking. We need to learn, based on all the different ways of asking them to explain their thinking, which ones are most reliable.
Challenge:
Limitations of current attribution methods
Research Direction:
Develop aggregation techniques and focus on model robustness
Challenge:
Noisy results in synthesis-based explanations
Research Direction:
Develop quality metrics and apply across diverse domains
Alex Denne Advisor
