Semantic Role Labeling Algorithm

A Semantic Role Labeling Algorithm is an NLP Tagging Algorithm that can solve a Semantic Role Labeling Task.

• Context:
  • A prerequisite of Syntactic Parsing has been shown in (Gildea and Palmer, 2002; Punyakanok et al., 2005)
  • It can be based on CRFs (Cohn et al., 2005)
• Example(s):
  • Semantic Role Labeling Algorithm Demo at CCG
• See: Syntactic Parsing Algorithm.

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References

2005

• (Cohn et al., 2005) ⇒ Trevor Cohn, and Philip Blunsom. (2005). “Semantic Role Labelling with Tree Conditional Random Fields.” In: Proceedings of the Ninth Conference on Computational Natural Language Learning.
• (Punyakanok et al., 2005) ⇒ Vasin Punyakanok, Dan Roth, and Wen-tau Yih. (2005). “The Necessity of Syntactic Parsing for Semantic Role Labeling.” In: Proceedings of the 19th international joint conference on Artificial intelligence.

2004

• (Hacioglu, 2004) ⇒ K. Hacioglu. (2004). “Semantic Role Labeling Using Dependency Trees.” In: Proceedings of COLING-2004. (paper.pdf)(paper.pdf)
• (Kwon et al., 2004) ⇒ N. Kwon, M. Fleischmann and Eduard Hovy. (2004). “FrameNet-based Semantic Parsing using Maximum Entropy Models.” In: Proceedings of COLING-2004.

2003

• (Fleischman et al., 2003) ⇒ M. Fleischman, N. Kwon and Eduard Hovy. (2003). “Maximum entropy models for FrameNet classification. In: Proceedings of HLT/NAACL-2003. (paper.pdf)

2002

• (Gildea and Jurafsky, 2002) ⇒ D. Gildea and Daniel Jurafsky. (2002). “Automatic Labeling of Semantic Roles." Computational Linguistics Vol. 28:3, 245-288.
• (Gildea & Palmer, 2002) ⇒ Daniel Gildea, and M. Palmer. “The necessity of parsing for predicate argument recognition.” In: Proceedings of ACL 2002, Philadelphia, PA, 2002.

2000

• (Gildea & Jurafsky, 2000) ⇒ Daniel Gildea, and Daniel Jurafsky. (2000). “Automatic Labeling of Semantic Roles.” In: Proceedings of the 38th Annual Conference of the Association for Computational Linguistics (ACL 2000).

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