Papers with neural storytelling
Modeling Protagonist Emotions for Emotion-Aware Storytelling (2020.emnlp-main)
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| Challenge: | Cognitive scientists have pinpointed the central role of emotions in storytelling. |
| Approach: | They propose to use Emotion Supervision and two Emotion-Reinforced models to generate stories that follow the desired emotion arcs for the protagonist. |
| Outcome: | The proposed models generate stories that follow the desired emotion arcs without sacrificing story quality. |
Are Large Language Models Capable of Generating Human-Level Narratives? (2024.emnlp-main)
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Yufei Tian, Tenghao Huang, Miri Liu, Derek Jiang, Alexander Spangher, Muhao Chen, Jonathan May, Nanyun Peng
| Challenge: | a recent HCI study has pointed to gaps in machine storytelling ability at the global level . authors show that LLMs have less suspense and less tension than human stories . |
| Approach: | They propose a computational framework to analyze narratives through three discourse-level aspects. |
| Outcome: | The proposed framework analyzes narratives through three discourse-level aspects . it shows that LLMs fall short of human abilities in discourse understanding . |