Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:   describe automatic systems for identifying whether participants demonstrate social deliberative behavior within their online conversations.  test 3 corpora containing 2617 annotated segments. With machine learning models using linguistic features,  identify social deliberative behavior with up to 68.09% in-domain accuracy (com- pared to 50% baseline), 62.17% in-domain precision, and 84% in-domain recall. In cross-domain identification tasks,  achieve up to 55.56% cross-domain accuracy, 59.84% cross-domain precision, and 86.58% cross-domain recall.  also discover linguistic characteristics of social deliberative behavior. In the context of identifying social deliberative be- havior,  offer insights into why certain machine learning models generalize ll across domains and why certain domains pose great challenges to machine learning models.
['Xiaoxi Xu', 'Tom Murray', 'Beverly Park Woolf', 'David A. Smith']
I am writing a research paper on a idea Identifying Social Deliberative Behavior from Online Communication — A Cross-Domain Study
[{"from": "human", "value": "I am writing a research paper on a idea Identifying Social Deliberative Behavior from Online Communication \u2014 A Cross-Domain Study"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:   describe automatic systems for identifying whether participants demonstrate social deliberative behavior within their online conversations.  test 3 corpora containing 2617 annotated segments. With machine learning models using linguistic features,  identify social deliberative behavior with up to 68.09% in-domain accuracy (com- pared to 50% baseline), 62.17% in-domain precision, and 84% in-domain recall. In cross-domain identification tasks,  achieve up to 55.56% cross-domain accuracy, 59.84% cross-domain precision, and 86.58% cross-domain recall.  also discover linguistic characteristics of social deliberative behavior. In the context of identifying social deliberative be- havior,  offer insights into why certain machine learning models generalize ll across domains and why certain domains pose great challenges to machine learning models."}]