# Solved final paper · December 2025

Subject: Natural Language Processing

Exam: M2

Reader: https://deep-learning-study-room.vercel.app/nlp/#m2/papers/final-2025

Canonical: https://deep-learning-study-room.vercel.app/read/nlp/m2/papers-chapter/final-2025/

M2-relevant questions from an actual TEE paper · original marks retained for longer practice

1. [Q1B · Chunking and chinking](https://deep-learning-study-room.vercel.app/read/nlp/m2/papers/final-2025--final-2025-q1b/)
2. [Q1C · Hyponymy, hypernymy and WSD](https://deep-learning-study-room.vercel.app/read/nlp/m2/papers/final-2025--final-2025-q1c/)
3. [Q2B · Laplace-smoothed bigram probability](https://deep-learning-study-room.vercel.app/read/nlp/m2/papers/final-2025--final-2025-q2b/)
4. [Q4B · HMM emission, transition and sequence](https://deep-learning-study-room.vercel.app/read/nlp/m2/papers/final-2025--final-2025-q4b/)
5. [Q5B · Naïve Bayes word-sense classification](https://deep-learning-study-room.vercel.app/read/nlp/m2/papers/final-2025--final-2025-q5b/)