Zhang, Jinming and Long, Yunfei (2025) MLD-EA: Check and Complete Narrative Coherence by Introducing Emotions and Actions. In: The 31st International Conference on Computational Linguistics, 2025-01-19 - 2025-01-24, Abu Dhabi, UAE.
Zhang, Jinming and Long, Yunfei (2025) MLD-EA: Check and Complete Narrative Coherence by Introducing Emotions and Actions. In: The 31st International Conference on Computational Linguistics, 2025-01-19 - 2025-01-24, Abu Dhabi, UAE.
Zhang, Jinming and Long, Yunfei (2025) MLD-EA: Check and Complete Narrative Coherence by Introducing Emotions and Actions. In: The 31st International Conference on Computational Linguistics, 2025-01-19 - 2025-01-24, Abu Dhabi, UAE.
Abstract
Narrative understanding and story generation are critical challenges in natural language processing (NLP), with much of the existing research focused on summarization and question-answering tasks. While previous studies have explored predicting plot endings and generating extended narratives, they often neglect the logical coherence within stories, leaving a significant gap in the field. To address this issue, we introduce the Missing Logic Detector by Emotion and Action (MLD-EA) model, which leverages large language models (LLMs) to identify narrative gaps and generate coherent sentences that integrate seamlessly with the story's emotional and logical flow. The experimental results demonstrate that the MLD-EA model enhances narrative understanding and story generation, highlighting LLMs' potential as effective logic checkers in story writing with logical coherence and emotional consistency. This work fills a gap in NLP research and advances border goals of creating more sophisticated and reliable story-generation systems.
| Item Type: | Conference or Workshop Item (Paper) |
|---|---|
| Divisions: | Faculty of Science and Health Faculty of Science and Health > Computer Science and Electronic Engineering, School of |
| SWORD Depositor: | Unnamed user with email elements@essex.ac.uk |
| Depositing User: | Unnamed user with email elements@essex.ac.uk |
| Date Deposited: | 19 Nov 2025 12:33 |
| Last Modified: | 19 Nov 2025 12:33 |
| URI: | http://repository.essex.ac.uk/id/eprint/39810 |
Available files
Filename: 2025.coling-main.129.pdf
Licence: Creative Commons: Attribution 4.0