Woojeong Kim

REPrune: Filter Pruning via Representative Election

2020 · arXiv (Cornell University)

Even though norm-based filter pruning methods are widely accepted, it is questionable whether the "smaller-norm-less-important" criterion is optimal in determining filters to prune. Especially when we can keep only a small fraction of the original …

SEAL: Suite for Evaluating API-use of LLMs

2024 · arXiv (Cornell University)

Large language models (LLMs) have limitations in handling tasks that require real-time access to external APIs. While several benchmarks like ToolBench and APIGen have been developed to assess LLMs' API-use capabilities, they often suffer from …