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---
date: '2023-01-29T10:51:05'
hypothesis-meta:
created: '2023-01-29T10:51:05.830376+00:00'
document:
title:
- 2301.11305.pdf
flagged: false
group: __world__
hidden: false
id: 1KcQzJ_CEe26lwMlz8h5FA
links:
html: https://hypothes.is/a/1KcQzJ_CEe26lwMlz8h5FA
incontext: https://hyp.is/1KcQzJ_CEe26lwMlz8h5FA/arxiv.org/pdf/2301.11305.pdf
json: https://hypothes.is/api/annotations/1KcQzJ_CEe26lwMlz8h5FA
permissions:
admin:
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delete:
- acct:ravenscroftj@hypothes.is
read:
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update:
- acct:ravenscroftj@hypothes.is
tags:
- chatgpt
- detecting gpt
target:
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- end: 39629
start: 39349
type: TextPositionSelector
- exact: 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.
prefix: onable pertur-bation function. W
suffix: ' While DetectGPT provides the be'
type: TextQuoteSelector
source: https://arxiv.org/pdf/2301.11305.pdf
text: 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.
updated: '2023-01-29T10:51:05.830376+00:00'
uri: https://arxiv.org/pdf/2301.11305.pdf
user: acct:ravenscroftj@hypothes.is
user_info:
display_name: James Ravenscroft
in-reply-to: https://arxiv.org/pdf/2301.11305.pdf
tags:
- chatgpt
- detecting gpt
- hypothesis
type: annotation
url: /annotations/2023/01/29/1674989465
---
<blockquote>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.</blockquote>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.