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🔗 Source: aclanthology.org
📊 Size: 597 KB
👤 Author: Roberto Basili; Maria Teresa Pazienza; Paola Velardi
⬇️ Downloads: 521

Summary

Researchers Roberto Basili, Maria Teresa Pazienza, and Paola Velardi discuss integrating general-purpose and corpus-based verb classification, addressing the debate on lexical taxonomies' generality. They propose combining a purely inductive method, CIAULA, with a hand-encoded, domain-general classification like WordNet. CIAULA, a conceptual clustering algorithm, analyzes verb similarities in a sublanguage, representing thematic roles as feature-vectors. The algorithm detects similarity relations and provides a probabilistic and semantic description of acquired clusters. The researchers found that CIAULA can identify domain-specific senses and reduce sense ambiguity, but the detected similarity relations cannot be used directly as a taxonomy in a NLP system. They suggest using these relations to tune a general-purpose taxonomy to a specific domain. The study also explores the relations between corpus-induced and human-deduced categories, aiming to identify commonalities and discrepancies between CIAULA's example-driven clusters and WordNet's language-neutral principles.

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Researchers Roberto Basili, Maria Teresa Pazienza, and Paola Velardi discuss integrating general-purpose and corpus-based verb classification, addressing the...

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  • File Format: PDF
  • File Size: 597 KB
  • Pages: 10
  • Language: EN
  • Author: Roberto Basili; Maria Teresa Pazienza; Paola Velardi
  • Total Downloads: 521
  • Last Updated: 2 hours ago

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