How does varying the hot neuron activation threshold in PowerInfer affect Pass@1 scores on the HumanEval bench

Abstract

Abstract: Understanding and reasoning over diagrams is a fundamental aspect of human intelligence. While Large Multimodal Models (LMMs) have demonstrated impressive capabilities across various tasks, existing benchmarks lack comprehensive evaluation of their diagram interpretation and reasoning abilities, particularly in coding contexts. We present HumanEval-V, a rigorous benchmark of human-annotated coding tasks that spans six task types and evaluates diverse visual reasoning capabilities. Each task features carefully crafted diagrams paired with function signatures and test cases, employing novel code

Research Question

How does varying the hot neuron activation threshold in PowerInfer affect Pass@1 scores on the HumanEval benchmark for LLaMA-33B compared to LLaMA-70B?

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