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Delft University of Technology,The Netherlands, Delft University of Technology
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Energy-aware knowledge distillation can slash inference energy consumption by up to 90%, challenging the reliability of FLOPs as a metric for sustainability in LLMs.
Fault injection in LLM-based multi-agent systems can now be systematically analyzed, revealing how failures propagate through complex workflows.
LLMs' apparent success at program repair crumbles when faced with slightly altered versions of known bugs, revealing a reliance on memorization rather than true understanding.