Papers by Atsuhiro Takasu
Table-Text Alignment: Explaining Claim Verification Against Tables in Scientific Papers (2025.findings-emnlp)
Copied to clipboard
| Challenge: | predicting the final label alone is insufficient and offers limited interpretability. |
| Approach: | They propose to reframe table–text alignment as an explanation task requiring models to identify the table cells essential for claim verification. |
| Outcome: | The proposed taxonomy improves claim verification performance and most LLMs fail to recover human-aligned rationales, suggesting that their predictions do not stem from faithful reasoning. |
Syllable-level lyrics generation from melody exploiting character-level language model (2024.findings-eacl)
Copied to clipboard
| Challenge: | Pre-trained language models specifically designed at the syllable level are not available. |
| Approach: | They propose to exploit character-level language models for syllable-level lyrics generation from symbolic melody. |
| Outcome: | The proposed system improves coherence and correctness of generated lyrics without training expensive language models. |