← Search

Penny Chong

2 accepted papers

2026

Talk, Evaluate, Diagnose: User-aware Agent Evaluation with Automated Error Analysis

ICLR 2026poster

Agent applications are increasingly adopted to automate workflows across diverse tasks. However, due to the heterogeneous domains they operate in, it is challenging to create a scalable evaluation framework. Prior work each employ their own methods to determine task success, such as database lookups…

Cited by 0SourcecodeScholar
2024

Efficiently Distilling LLMs for Edge Applications

NAACL 2024industry

Supernet training of LLMs is of great interest in industrial applications as it confers the ability to produce a palette of smaller models at constant cost, regardless of the number of models (of different size / latency) produced. We propose a new method called Multistage Low-rank Fine-tuning of Su…

Cited by 9SourcePDFScholar