Papilusion at DAGPap24: Paper or Illusion? Detecting AI-generated Scientific Papers
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arXiv
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| Hauptverfasser: | , , , |
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| Format: | Preprint |
| Veröffentlicht: |
2024
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| _version_ | 1866917737297608704 |
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| author | Andreev, Nikita Shirnin, Alexander Mikhailov, Vladislav Artemova, Ekaterina |
| author_facet | Andreev, Nikita Shirnin, Alexander Mikhailov, Vladislav Artemova, Ekaterina |
| contents | This paper presents Papilusion, an AI-generated scientific text detector developed within the DAGPap24 shared task on detecting automatically generated scientific papers. We propose an ensemble-based approach and conduct ablation studies to analyze the effect of the detector configurations on the performance. Papilusion is ranked 6th on the leaderboard, and we improve our performance after the competition ended, achieving 99.46 (+9.63) of the F1-score on the official test set. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2407_17629 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Papilusion at DAGPap24: Paper or Illusion? Detecting AI-generated Scientific Papers Andreev, Nikita Shirnin, Alexander Mikhailov, Vladislav Artemova, Ekaterina Computation and Language This paper presents Papilusion, an AI-generated scientific text detector developed within the DAGPap24 shared task on detecting automatically generated scientific papers. We propose an ensemble-based approach and conduct ablation studies to analyze the effect of the detector configurations on the performance. Papilusion is ranked 6th on the leaderboard, and we improve our performance after the competition ended, achieving 99.46 (+9.63) of the F1-score on the official test set. |
| title | Papilusion at DAGPap24: Paper or Illusion? Detecting AI-generated Scientific Papers |
| topic | Computation and Language |
| url | https://arxiv.org/abs/2407.17629 |