Papers by Shidong Pan
Multilingual Prompting for Improving LLM Generation Diversity (2025.emnlp-main)
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| Challenge: | Large Language Models lack cultural representation and diversity in their generations . lack of demographic diversity can lead to unfair lack of exposure of artists . |
| Approach: | They propose a prompting method which generates several variations of a base prompt with added cultural and linguistic cues from several cultures, generates responses, and then combines the results. |
| Outcome: | The proposed method outperforms existing diversity-enhancing techniques . it can generate multiple variations of a base prompt with cultural cues from multiple cultures . |