A formal model of minimal evidence for each CTL operator is defined and paired with an implemented visualization scheme for witnesses and counterexamples.
Journal of Multilingual and Multicultural Development 47(2)
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2representative citing papers
LLMs achieve near-human agreement (k=0.794 vs human-human k=0.872) on annotating Mandarin narrative macrostructure with the MAIN framework, reducing time by 65 percent but showing lower reliability on young adult narratives with greater lexical variation.
citing papers explorer
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Visualising CTL Witnesses and Counterexamples -- Extended Version
A formal model of minimal evidence for each CTL operator is defined and paired with an implemented visualization scheme for witnesses and counterexamples.
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LLMs for automatic annotation of Mandarin narrative transcripts
LLMs achieve near-human agreement (k=0.794 vs human-human k=0.872) on annotating Mandarin narrative macrostructure with the MAIN framework, reducing time by 65 percent but showing lower reliability on young adult narratives with greater lexical variation.