Papers by Swaagat Bikash Saikia
Automated Creativity Evaluation of Language Models Across Open-Ended Tasks (2026.acl-long)
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Tan Min Sen, Zachary Choy Kit Chun, Syed Ali Redha Alsagoff, Nadya Yuki Wangsajaya, Banerjee Mohor, Swaagat Bikash Saikia, Alvin Chan
| Challenge: | Existing methods for evaluating creativity are tightly coupled to specific tasks and limiting scalability and generality. |
| Approach: | They propose a domain-agnostic framework for quantifying LLM creativity across open-ended tasks. |
| Outcome: | The proposed framework captures key facets of creativity including novelty, diversity, and task fulfilment with over 60% improved efficiency. |