4 papers
FDIR: Harmonizing Fidelity and Human-Machine Preference in Lossy Compression Image Restoration
Kuan-Yen Chen, Fang-Yi Su, Philip Chikontwe +1
Image restoration quality can be evaluated along three complementary facets: pixel-level fidelity, human perception, and downstream machine preference. However, existing lossy comp…
Automated IEP Generation from Traditional Chinese Parent-Teacher Interviews via Corpus-Grounded Feature Diffusion
Kuanlin Chen, Cheng-En Ou
Writing Individualized Education Programs (IEPs) is a high-labor, knowledge-intensive document burden; English-language research has demonstrated that generative AI can significant…
The Self-Correction Illusion: Role Relabeling Gates Explicit Error Flagging in Large Language Models
Kuan-Yen Chen, Fang-Yi Su, Jung-Hsien Chiang +2
Recent works show that LLM agents struggle to correct errors in their own reasoning traces, despite their ability to correct errors from external sources. We ask whether this refle…
SHERPA: A Model-Driven Framework for Large Language Model Execution
Boqi Chen, Kua Chen, José Antonio Hernández López +3
Recently, large language models (LLMs) have achieved widespread application across various fields. Despite their impressive capabilities, LLMs suffer from a lack of structured reas…