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Under a Sparseval criterion, it is shown that including alternative word-sequence hypotheses has a much greater impact on parse accuracy than including alternate parse hypotheses.
Training the parser with only 100 sentences results in parse accuracy of about 72.5%.
This is supported by the strong correlation between parse accuracy and PPI accuracy, shown in Figure 11.
This figure demonstrates that increasing the size of the parser training set contributes to increasing parse accuracy.
> Figure 10 shows the parse accuracy for KSDEP and the accuracy of PPI extraction, when the parser is trained with varying amounts of data.
In addition to investigating the impact of different parsers and different syntactic representations on PPI identification accuracy, we also examine how the parse accuracy of a single parser affects the PPI accuracy.
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First of all, parsing accuracy, as measured by the correct assignment of parts of speech to words, does not increase significantly when parsers select the tags themselves.
Possibly construction grammars (e.g., Goldberg 2003), which emphasize the coupling between the entrenched patterns of language (including ordinary phrase structure, clichés, and idioms) and their meanings and discourse function, will provide a conceptual basis for building statistical models of language that are sufficiently accurate to enable more nearly human-like parsing accuracy.
This parser achieved the highest published parsing accuracy on the GENIA Treebank (Tateisi et al., 2005) and is thus arguably the best parser available for text in PubMed abstracts (McClosky, 2009).
To fully explore the relevance of the modulation feature space in capturing informative characteristics of musical timbre, we use the model with the chosen solo parsing parameters (for uniform windowing and harmonicity-parsing) to test classification accuracy in a matched and cross-domain setting.
Dr. Lowe working with Bill Hersh reported the accuracy of parsing radiology reports using the Sapphire indexing system [ 6].
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com