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Zhewei Xu

2 accepted papers

2026

MISF: MLLM Guided Iterative Sample Filtering for Data Fault Detection

AAAI 2026technical

High quality datasets are critical for training reliable machine learning models, yet data faults caused by insufficient annotation expertise or malicious poisoning attacks remain prevalent. Traditional classifier based methods rely on manually curated subsets for fault detection, but their limited

Cited by 0SourcePDFScholar
2022

Robust (Controlled) Table-to-Text Generation with Structure-Aware Equivariance Learning

NAACL 2022long

Controlled table-to-text generation seeks to generate natural language descriptions for highlighted subparts of a table. Previous SOTA systems still employ a sequence-to-sequence generation method, which merely captures the table as a linear structure and is brittle when table layouts change. We see…