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Author

Xing Wang

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Preprint Aug 2026

TrustDABench: Benchmarking Reliability and Robustness of LLMs for Structured Data Analysis

TrustDABench is introduced, a benchmark that operationalizes two diagnostic questions of LLM reliability and robustness and suggests that stronger evidence-boundary recognition and representation-invariant reasoning are still needed for reliable structured-data analysis.

Boshen Shi, Yize Liu, Chen Zhao et al. · 0 citations
Book Open access Jun 2025

TReB: A Comprehensive Benchmark for Evaluating Table Reasoning Capabilities of Large Language Models

This paper proposes a taxonomy to systematically measure both shallow table understanding abilities and deep table reasoning abilities, and designs an evaluation framework to robustly measure table reasoning capabilities with three distinct inference modes.

Ce Li, Xiaofan Liu, Zhiyan Song et al. · 3 citations

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