arXiv Open Access 2025

A Hybrid Multi-Agent Prompting Approach for Simplifying Complex Sentences

Pratibha Zunjare Michael Hsiao
Lihat Sumber

Abstrak

This paper addresses the challenge of transforming complex sentences into sequences of logical, simplified sentences while preserving semantic and logical integrity with the help of Large Language Models. We propose a hybrid approach that combines advanced prompting with multi-agent architectures to enhance the sentence simplification process. Experimental results show that our approach was able to successfully simplify 70% of the complex sentences written for video game design application. In comparison, a single-agent approach attained a 48% success rate on the same task.

Topik & Kata Kunci

Penulis (2)

P

Pratibha Zunjare

M

Michael Hsiao

Format Sitasi

Zunjare, P., Hsiao, M. (2025). A Hybrid Multi-Agent Prompting Approach for Simplifying Complex Sentences. https://arxiv.org/abs/2506.11681

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Tahun Terbit
2025
Bahasa
en
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arXiv
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Open Access ✓