Author

Junlan Feng

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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. · Annual International ACM SIG... · 3 citations

Conference Open access 2026

Soft Orthogonal Low-Rank Adaptation for Knowledge Sharing in Large Language Model Continual Learning

This work proposes At-tribution Scores-based Soft Orthogonality Low-Rank Adaptation (ASO-LoRA), an effective and efficient framework that simultaneously facilitates knowledge transfer while mitigating catastrophic forgetting and achieving a balance between knowledge transfer and preservation.

Yitong Wang, Xue Han, Wenchun Gao et al. · Annual Meeting of the Associ... · 0 citations