Search Results for author: Ryuto Koike

Found 3 papers, 2 papers with code

How You Prompt Matters! Even Task-Oriented Constraints in Instructions Affect LLM-Generated Text Detection

1 code implementation14 Nov 2023 Ryuto Koike, Masahiro Kaneko, Naoaki Okazaki

Furthermore, our analysis indicates that the high instruction-following ability of LLMs fosters the large impact of such constraints on detection performance.

Instruction Following Large Language Model +4

OUTFOX: LLM-Generated Essay Detection Through In-Context Learning with Adversarially Generated Examples

1 code implementation21 Jul 2023 Ryuto Koike, Masahiro Kaneko, Naoaki Okazaki

Experiments in the domain of student essays show that the proposed detector improves the detection performance on the attacker-generated texts by up to +41. 3 points F1-score.

Adversarial Attack Detection DeepFake Detection +5

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