factorization methods for discrete sequential esti trary, overlapping features Effective for sequence labeling tasks Variational and Approximate Inference Methods When exact inference becomes computationally prohibitive, approximation techniques come into play: Variational methods: Approximate the true distribution with a simpler, tractable one B Bridie Kulas May 12, 2026