Papers with modular prompt design
PromptSuite: A Task-Agnostic Framework for Multi-Prompt Generation (2025.emnlp-demos)
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| Challenge: | Recent studies have demonstrated that LLMs are highly sensitive to small, meaning-preserving variations in task formulation. |
| Approach: | They propose a framework that enables the automatic generation of various prompts. |
| Outcome: | The proposed framework provides meaningful variations to support strong evaluation practices. |
Prompting Across Time: Evaluating LLMs on Historical and Contemporary Offensive Language (2026.findings-acl)
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| Challenge: | Existing research on large language models and hate speech detection has focused on contemporary data. |
| Approach: | They propose to use a modular prompt design to evaluate early-modern English invectives . they propose to widen the scope of NLP research on hate speech beyond the contemporary domain . |
| Outcome: | The proposed model outperforms a modern hate-speech benchmark on Early Modern English invectives . the results show that the model is more robust to contextual and contextual factors than the current model . |