Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Semantic roles play an important role in extracting knowledge from text. Current unsupervised approaches utilize features from grammar structures, to induce semantic roles. The dependence on these grammars, hover, makes it difficult to adapt to noisy and new languages.   develop a data-driven approach to identifying semantic roles, the approach is entirely unsupervised up to the point where rules need to be learned to identify the position the semantic role occurs. Specifically  develop a modified-ADIOS algorithm based on ADIOS Solan et al. (2005) to learn grammar structures, and use these grammar structures to learn the rules for identifying the semantic roles based on the context in which the grammar structures appeared. The results obtained are comparable with the current state-of-art models that are inherently dependent on human annotated data.
['Vivek V. Datla', 'David Lin', 'Max M. Louwerse', 'Abhinav Vishnu']
I am writing a research paper on a idea A Data-Driven Approach for Semantic Role Labeling from Induced Grammar Structures in Language
[{"from": "human", "value": "I am writing a research paper on a idea A Data-Driven Approach for Semantic Role Labeling from Induced Grammar Structures in Language"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Semantic roles play an important role in extracting knowledge from text. Current unsupervised approaches utilize features from grammar structures, to induce semantic roles. The dependence on these grammars, hover, makes it difficult to adapt to noisy and new languages.   develop a data-driven approach to identifying semantic roles, the approach is entirely unsupervised up to the point where rules need to be learned to identify the position the semantic role occurs. Specifically  develop a modified-ADIOS algorithm based on ADIOS Solan et al. (2005) to learn grammar structures, and use these grammar structures to learn the rules for identifying the semantic roles based on the context in which the grammar structures appeared. The results obtained are comparable with the current state-of-art models that are inherently dependent on human annotated data."}]