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New metric "SubER-cased"; also use tokenizer for "WER-cased" #6

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merged 4 commits into from
Jan 9, 2023

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See #5
Adds the metric "SubER-cased", which is a case- and punctuation sensitive variant of SubER. Tokenization is used to treat punctuation as separate tokens. Note that the analysis in our paper shows weaker correlation with human post-editing effort. However, this variant might be useful when punctuation and casing errors are considered to be of high importance.

I also added tokenization to "WER-cased" to be consistent with "SubER-cased", because it makes sense intuitively, and also because it shows a slightly higher correlation than what we reported for "WER + case/punct" in the paper. (The numbers in Table 1 row 2 become -0.685, -0.520, -0.504, -0.657.) I think no one relies on the exact behaviour of "WER-cased" yet and it's ok to make a breaking change.

@patrick-wilken patrick-wilken merged commit 6745153 into main Jan 9, 2023
@patrick-wilken patrick-wilken deleted the feauture/suber_cased branch January 9, 2023 17:33
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