Ryota Akiyoshi
Author directory2026
The Connective but in Informal Mathematical Proof: A Corpus-Based Study
Rinta Yamada | Sakiko Yamasaki | Risako Ando | Takayuki Amamoto | Ryota Akiyoshi | Koji Mineshima
The Proceedings of the 4th Workshop on Mathematical Natural Language Processing (MathNLP 2026)
Rinta Yamada | Sakiko Yamasaki | Risako Ando | Takayuki Amamoto | Ryota Akiyoshi | Koji Mineshima
The Proceedings of the 4th Workshop on Mathematical Natural Language Processing (MathNLP 2026)
This study presents a focused case study of the explicit connective but in informal mathematical proofs. We propose an annotation scheme and analyze 261 occurrences found in 225 proofs from textbooks in logic, set theory, arithmetic, Boolean algebra, and formal semantics. The P-Label distinguishes proof-relevant content—material that forms an essential part of the proof—from metatextual comments on the proof, with contradiction-completing cases marked separately within the proof-relevant class. An optional R-Label records contrast or exception. Of the 261 occurrences, 221 (84.7%) were classified as proof-relevant. Three illustrative case studies with corresponding Lean formalizations show that informal transitions may align with formal operations but need not correspond to single proof lines, clarifying why proof relevance is not defined by line-level correspondence. In grouped five-fold prediction experiments, GPT-5.6 Terra attains 58.6% hierarchical accuracy from the target sentence. In these fixed runs, full-proof input yielded lower hierarchical accuracy in all four comparisons, with observed decreases of 15.3–26.1 points for Qwen3-8B. The study characterizes one connective rather than the full inventory of discourse relations in mathematics, providing a basis for future comparisons with other explicit connectives and implicit relations in informal mathematical proofs.
2024
Annotation of Japanese Discourse Relations Focusing on Concessive Inferences
Ai Kubota | Takuma Sato | Takayuki Amamoto | Ryota Akiyoshi | Koji Mineshima
Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)
Ai Kubota | Takuma Sato | Takayuki Amamoto | Ryota Akiyoshi | Koji Mineshima
Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)
In this study, we focus on the inference presupposed in the concessive discourse relation and present the discourse relation annotation for the Japanese connectives ‘nagara’ and ‘tsutsu’, both of which have two usages: Synchronous and Concession, just like English while. We also present the annotation for ‘tokorode’, which is ambiguous in three ways: Temporal, Location, and Concession. While corpora containing concessive discourse relations already exist, the distinctive feature of our study is that it aims to identify the concessive inferential relations by writing out the implicit presupposed inferences. In this paper, we report on the annotation methodology and its results, as well as the characteristics of concession that became apparent during annotation.