# Solved final paper · December 2025

Subject: Natural Language Processing

Exam: TEE

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

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

Actual final examination · 2 December 2025 · 100 marks · 3 hours

1. [Q1A · NLU and NLG](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q1a/)
2. [Q1B · Chunking and chinking](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q1b/)
3. [Q1C · Hyponymy, hypernymy and WSD](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q1c/)
4. [Q1D · Pragmatics and discourse](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q1d/)
5. [Q2A · Morpheme, lexeme and NER](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q2a/)
6. [Q2B · Laplace-smoothed bigram probability](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q2b/)
7. [Q3A · Ambiguity and bottom-up parsing](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q3a/)
8. [Q3B · Co-occurrence matrix and cosine](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q3b/)
9. [Q4A · Three preprocessing techniques](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q4a/)
10. [Q4B · HMM emission, transition and sequence](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q4b/)
11. [Q5A · TF–IDF matrix](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q5a/)
12. [Q5B · Naïve Bayes word-sense classification](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q5b/)
13. [Q6A · Coreference, pronouns and Word2Vec](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q6a/)
14. [Q6B · Hobbs: Ravi and Suresh](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q6b/)
15. [Q7A · Text classification pipeline](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q7a/)
16. [Q7B · Corpora and Jaccard similarity](https://deep-learning-study-room.vercel.app/read/nlp/tee/papers/final-2025--final-2025-q7b/)