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1
Comparison of stereotactic body radiotherapy and radiofrequency ablation for early-stage non-small cell lung cancer: a systematic review and meta-analysis
In: Ann Transl Med (2022)
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2
How coherent are neural models of coherence? ...
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3
Dropout during inference as a model for neurological degeneration in an image captioning network ...
Li, Bai; Zhang, Ran; Rudzicz, Frank. - : arXiv, 2018
Abstract: We replicate a variation of the image captioning architecture by Vinyals et al. (2015), then introduce dropout during inference mode to simulate the effects of neurodegenerative diseases like Alzheimer's disease (AD) and Wernicke's aphasia (WA). We evaluate the effects of dropout on language production by measuring the KL-divergence of word frequency distributions and other linguistic metrics as dropout is added. We find that the generated sentences most closely approximate the word frequency distribution of the training corpus when using a moderate dropout of 0.4 during inference. ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/1808.03747
https://dx.doi.org/10.48550/arxiv.1808.03747
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