Papers by John Philip McCrae

5 papers
Recent Developments for the Linguistic Linked Open Data Infrastructure (2020.lrec-1)

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Challenge: Language data is rarely 'ready-to-use' and language technology specialists spend over 80% of their time cleaning, organizing and collecting language datasets.
Approach: They propose a methodology for building data value chains based around language resources and language technologies that can be integrated by means of semantic technologies.
Outcome: The proposed methodology is based on language resources and language technologies that can be integrated by means of semantic technologies.
Figure Me Out: A Gold Standard Dataset for Metaphor Interpretation (2020.lrec-1)

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Challenge: Metaphor comprehension and understanding is a complex cognitive task that requires interpreting metaphors by grasping the interaction between the meaning of their target and source concepts.
Approach: They propose an automatic retrieval approach to annotate verb-noun metaphors in text . they validated their approach by annotating around 1,500 metaphors from tweets .
Outcome: The proposed method reduces the workload on annotators and maintains consistency . it can be used to interpret verb-noun metaphoric expressions in tweets .
A Multilingual Evaluation Dataset for Monolingual Word Sense Alignment (2020.lrec-1)

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Challenge: a new dataset aims to align monolingual dictionaries with a single sense level for 15 languages . this dataset covers a wide range of languages and resources .
Approach: They propose to manually align monolingual dictionaries with possible semantic relationships . they use 15 languages to create a new baseline for the task of monolingual word sense alignment .
Outcome: The proposed dataset covers 15 languages and covers the more challenging task of linking general-purpose language.
Some Issues with Building a Multilingual Wordnet (2020.lrec-1)

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Challenge: Notable extensions include: confidence, corpus frequency, orthographic variants, lexicalized and non-lexicalised synsets and lemmas, new parts of speech, and more.
Approach: They propose to integrate a new open multilingual wordnet format that tests the extensions introduced by the new format and integrates a set of tools to ensure the integrity of the Collaborative Interlingual Index.
Outcome: The proposed format integrates a set of tools that test the extensions while ensuring the integrity of the Collaborative Interlingual Index (CILI).
Evaluating Text Style Transfer Evaluation: Are There Any Reliable Metrics? (2025.naacl-srw)

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Challenge: Text style transfer (TST) is a multidimensional task requiring the assessment of style transfer accuracy, content preservation, and naturalness.
Approach: They propose to use text style transfer metrics to evaluate outputs of text editors . they also investigate the potential of large language models as tools for TST evaluation .
Outcome: The proposed methods provide better insights than existing metrics, the authors show . their meta-evaluation through correlation with hu-man judgments shows they are effective .

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