Understanding and Generating Dialogue between Characters in Stories: Experiments

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Exploring machine understanding of story dialogue via new tasks and dataset, improving coherence and speaker recognition in storytelling AI.

Authors: Jianzhu Yao, The CoAI group, Tsinghua University, Beijing, China Department of Computer Science and Technology, Tsinghua University, Beijing, China Beijing National Research Center for Information Science and Technology; Ziqi Liu, The CoAI group, Tsinghua University, Beijing, China Department of Computer Science and Technology, Tsinghua University, Beijing, China Beijing National Research Center for Information Science and Technology; Jian Guan, The CoAI group, Tsinghua University,...

We also summarize four error types of the generated dialogue turn for the DialGen task: Intersentence Contradiction; Inter-sentence Repetition; Intra-sentence Contradiction; Intrasentence Repetition. We show the typical corresponding cases in Figure 4. We conducted a quantitative analysis of those 4 error types on our model’s generation. We analyzed 20 stories with 103 dialog turns and the results are shown in Figure 6.

 

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