Evaluating LLMLingua-2 at 2x compression on LLaDA shows non-uniform transfer to diffusion LLMs, with mathematical reasoning degrading substantially despite high BERTScore while summarization remains more robust.
The effects of human variation in DUC summarization evaluation,
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Prompt Compression in Diffusion Large Language Models: Evaluating LLMLingua-2 on LLaDA
Evaluating LLMLingua-2 at 2x compression on LLaDA shows non-uniform transfer to diffusion LLMs, with mathematical reasoning degrading substantially despite high BERTScore while summarization remains more robust.