Diversified Generation

GumbelSoft: Diversified Language Model Watermarking via the GumbelMax-trick
We propose GumbelSoft to improve the diversity of text outputs from LLMs while maintaining high detectability, outperforming other watermarking methods in both aspects.
Jiayi Fu, Xuandong Zhao, Ruihan Yang, Yuansen Zhang, Jiangjie Chen, Yanghua Xiao
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GumbelSoft: Diversified Language Model Watermarking via the GumbelMax-trick
Diversified Query Generation Guided with Knowledge Graph
Relevant articles recommendation plays an important role in online news platforms. Directly displaying recalled articles by a search …
Xinyao Shen, Jiangjie Chen, Jiaze Chen, Chun Zeng, Yanghua Xiao
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Diversified Query Generation Guided with Knowledge Graph
Diversified Paraphrase Generation with Commonsense Knowledge Graph
Paraphrases refer to text with different expressions conveying the same meaning, which is usually modeled as a sequence-to-sequence …
Xinyao Shen, Jiangjie Chen, Yanghua Xiao
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