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Tianyao He

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Preprint Aug 2026

From Diagnosis to Correction: Benchmarking and Improving Real-World Table Parsing

Decompose--Enhance--Correct (Decompose--Enhance--Correct), a visual-consistency-guided agentic framework that improves frozen table parsers without retraining is proposed, which derives a 1,977-table Consensus-Hard Set from 4,556 candidates through offline metrics and cross-model consensus.

Jutao Xiao, Yuan Qu, Dongsheng Ma et al. · 0 citations