Papers with LLM-based generators
WebNLG-IT: Construction of an aligned RDF-Italian corpus through Machine Translation techniques (2025.findings-acl)
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| Challenge: | Using NMT and hand-written rules, we created the first aligned Italian RDF-to-text corpus . |
| Approach: | They propose to use NMT to create an Italian version of the WebNLG corpus and to refine and improve the quality of the produced resource. |
| Outcome: | The proposed system is the best on the original English version and the best in the second step, it improves and refines the quality of the produced resource. |
AlphaContext: An Evolutionary Tree-based Psychometric Context Generator for Creativity Assessment (2026.acl-long)
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Yixuan Wang, Yue Huang, Hong Qian, Yunzhao Wei, Yifei Ding, Wenkai Wang, Zhi Liu, Zhongjing Huang, Aimin Zhou, Jiajun Guo
| Challenge: | Existing LLM-based tools struggle with insufficient assessment cues, weak narrative coherence, limited stylistic diversity, and poor support for creative thinking. |
| Approach: | They propose an evolutionary tree-based psychometric context generator that integrates rule-guided outline planning, sentence-level MCTS generation, MAP-Elites quality-diversity optimization and assessment-guide refiner simulation. |
| Outcome: | The proposed tool outperforms strong LLMs and structured frameworks on 7 evaluation dimensions and shows higher alignment with expert-designed contexts. |