In this video, the teacher discusses the importance of maintaining a formal writing style in arguments to enhance credibility. They provide examples and explanations of how to revise informal language, eliminate contractions, and choose precise and accurate words. The teacher emphasizes the significance of using a formal style to convey claims and support them with credible evidence. By following these guidelines, students can strengthen their written arguments and make them more persuasive and trustworthy.