Ayana Niwa
Ayana Niwa has 2 papers in our library, in 2022–2026, most of them on Reasoning, Grammatical error correction & learner language; often with Masahiro Kaneko, Gaku Morio, Kentaro Inui.
OpenAlex · h-index 3 · 40 works · 38 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 27 times in our library · ⭐ Paper Stars ranking: #7895
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 works
🧭 Topics 2Research subjects and languages the work is about.Grammatical error correction & learner language · 1 workReasoning · 1 work
Works by year
2020s
Papers
- Interpretability for Language Learners Using Example-Based Grammatical Error Correction (2022 · 47 citations)
Neural grammatical error correction (GEC) systems have become quite accurate, but they rarely tell learners why a correction was made. - Disentangling the Effects of Unlearning in Measuring Parametric Faithfulness of Chain-of-Thought (2026)
Tutek et al. (2025) proposed parametric faithfulness, which tests whether a Chain-of-Thought (CoT) reflects a model's internal reasoning. The method unlearns individual CoT steps and checks whether the model's No-CoT answer changes. That design attributes every answer change to the removed reasoning step. This paper…
Co-authors here
- Masahiro Kaneko ×2
- Gaku Morio
- Kentaro Inui
- Naoaki Okazaki
- Sho Takase
- Terufumi Morishita
- Yasuhiro Sogawa
- Yuta Koreeda
Venues
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