Preserving Author Perspectives in News Summarization with Diffusion Language Models

Existing summarization systems and large language models often alter the political perspectives and stances of news articles in their generated summaries, misrepresenting the intent and viewpoints of the original authors. P3SUM, a diffusion model-based summarization approach, iteratively evaluates and steers the political leaning of the generated summary to preserve the original article's perspective.