brainsteam.co.uk/brainsteam/content/annotations/2023/01/29/1674989465.md

date	hypothesis-meta	in-reply-to	tags	type	url
2023-01-29T10:51:05	created document flagged group hidden id links permissions tags target text updated uri user user_info 2023-01-29T10:51:05.830376+00:00 title 2301.11305.pdf false __world__ false 1KcQzJ_CEe26lwMlz8h5FA html incontext json https://hypothes.is/a/1KcQzJ_CEe26lwMlz8h5FA https://hyp.is/1KcQzJ_CEe26lwMlz8h5FA/arxiv.org/pdf/2301.11305.pdf https://hypothes.is/api/annotations/1KcQzJ_CEe26lwMlz8h5FA admin delete read update acct:ravenscroftj@hypothes.is acct:ravenscroftj@hypothes.is group:__world__ acct:ravenscroftj@hypothes.is chatgpt detecting gpt selector source end start type 39629 39349 TextPositionSelector exact prefix suffix type hile in this work, we use off-the-shelfmask-filling models such as T5 and mT5 (for non-Englishlanguages), some domains may see reduced performanceif existing mask-filling models do not well represent thespace of meaningful rephrases, reducing the quality of thecurvature estimate. onable pertur-bation function. W While DetectGPT provides the be TextQuoteSelector https://arxiv.org/pdf/2301.11305.pdf The approach requires access to language models that can meaningfully and accurately rephrase (perturbate) the outputs from the model under evaluation. If these things do not align then it may not work well. 2023-01-29T10:51:05.830376+00:00 https://arxiv.org/pdf/2301.11305.pdf acct:ravenscroftj@hypothes.is display_name James Ravenscroft	https://arxiv.org/pdf/2301.11305.pdf	chatgpt detecting gpt hypothesis	annotation	/annotations/2023/01/29/1674989465

hile in this work, we use off-the-shelfmask-filling models such as T5 and mT5 (for non-Englishlanguages), some domains may see reduced performanceif existing mask-filling models do not well represent thespace of meaningful rephrases, reducing the quality of thecurvature estimate.

The approach requires access to language models that can meaningfully and accurately rephrase (perturbate) the outputs from the model under evaluation. If these things do not align then it may not work well.