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Adding "SignBLEU: Automatic Evaluation of Multi-channel Sign Language Translation" and some eval metrics discussion - #77

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AmitMY merged 23 commits into
sign-language-processing:masterfrom
cleong110:paper/kim-etal-2024-signbleu-automatic
Jun 21, 2024
Merged

AmitMY merged 23 commits into
sign-language-processing:masterfrom
cleong110:paper/kim-etal-2024-signbleu-automatic

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@cleong110

@cleong110 cleong110 commented Jun 12, 2024 •

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cleong110#21 details and checklist

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cleong110 commented Jun 14, 2024 •

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All right, I think we're about ready for review:

https://chatgpt.com/share/2a913f6c-e344-4a00-86ab-357bbae6ec8d is the conversation with ChatGPT and revisions of the summary. Took some, discarded others

Questions:

  • Do we need to include more detail about the human review process, ethics, etc.?
  • How's the use of simple past tense? Style guide talks about this, but unsure whether I ought to say "introduce" or "introduced.
  • Do we have a policy of "analyse" vs "analyze"?

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cleong110 marked this pull request as ready for review June 14, 2024 20:23
@cleong110 cleong110 changed the title (DRAFT) Adding "SignBLEU: Automatic Evaluation of Multi-channel Sign Language Translation" Adding "SignBLEU: Automatic Evaluation of Multi-channel Sign Language Translation" Jun 14, 2024
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Added some more detail on pose output metrics, and some citations for APE

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cleong110 requested a review from AmitMY June 19, 2024 18:39
@cleong110 cleong110 changed the title Adding "SignBLEU: Automatic Evaluation of Multi-channel Sign Language Translation" Adding "SignBLEU: Automatic Evaluation of Multi-channel Sign Language Translation" and some eval metrics discussion Jun 19, 2024
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Naively, works in this domain have used metrics such as mean squared error (MSE) or Average Position Error (APE) for pose outputs [ahuja2019Language2PoseNaturalLanguage;ghosh2021SynthesisCompositionalAnimations;petrovich2022TEMOSGeneratingDiverse].
However, these metrics have significant limitations for Sign Language Production.

For example, MSE and APE do not account for variations in sequence length, for cases where where the same sign might take different amounts of time to produce.

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where where
"different amounts of time" sounds strange to me

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How about:

For example, MSE and APE do not account for variations in sequence length.
The same sign may not always take exactly the same amount of time to produce.

Or various options here: https://chatgpt.com/share/e4e5cde3-fccf-4e40-ab2f-5b210db6cf6f

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@AmitMY
AmitMY merged commit 5d7dead into sign-language-processing:master Jun 21, 2024
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2 participants