| 研究課題/領域番号 |
19K12733
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| 研究機関 | 神戸市外国語大学 |
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研究代表者 |
CHANG Franklin 神戸市外国語大学, 英米学科, 准教授 (60827343)
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| 研究期間 (年度) |
2019-04-01 – 2024-03-31
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| キーワード | Vision / Language / Syntax / Deep Learning / Computational model / Eyetracking |
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| 研究実績の概要 |
I have developed a deep learning model that is trained on text and we find that the model is unable to generalize syntax in a human-like way. We hypothesize that one reason that humans have this ability is due to visual representations.
I have developed simulations of various visual events in a game engine and use this input with a deep learning model that can generalize syntactically in a way that mirrors human behavior.
I have submitted an abstract about this work to an international conference in Berlin called Architectures and Mechanisms for Language Processing.
With my student, I have also published a paper about an experiment on multiple object tracking in vision which will be part of the modelling work in this grant. I have also submitted another paper on related work looking at how that task is related to relative clause production.
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| 現在までの達成度 (区分) |
現在までの達成度 (区分)
2: おおむね順調に進展している
理由
Overall the computational modelling work is progressing well. I am having some trouble with my deep learning system, so I am purchasing a deep learning machine that should work better/faster.
Due to the coronavirus, I have decided to reduce the use of human experiments, since it will be difficult to collect data. Instead, I will do more computational modelling work.
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| 今後の研究の推進方策 |
I have started to write a paper about the present computational modelling work.
When the new deep learning machine arrives, it might allow more powerful models to be built, so I will examine the possibilities at that point.
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| 次年度使用額が生じた理由 |
Funds were originally going to be used for an eye-tracker, but due to the cost of a good system, I decided to wait till the next year to purchase it. But now with the coronavirus, I have decided to move towards computational modelling work.
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