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The video discusses conditional random fields (CRFs) as a more general form of hidden Markov models (HMMs). The narrator introduces the topic while mentioning a new microphone setup and emphasizes the importance of understanding why models are being made more complicated in data science. CRFs are explained to be a broader, more complex version of HMMs, prompting viewers to consider the reasons behind such model advancements.