Part II - NATURAL LANGUAGE PROCESSING

DATE
TOPIC
MATERIALS
6/10
11/10
12/10
13/10
COMPUTATIONAL PHONETICS:
  • Speech samples: properties and acoustic measures
  • Analysis in the frequency domain, Spectrograms
  • Applications in the acoustic phonetic field.
  • Speech recognition with HMM and Deep Neural Networks
  • Spoken Dialogue Systems (ChatBots)
- RJ - Chapter 2
- Slides (II.2), (II.3), (II.4), (II.4b)
- Tutorial [Knill, 2015, part 1, part 2]
13/10
Tokenisation and Sentence splitting - Slides (II.1),
- [Schmid, 2008]
-
COMPUTATIONAL MORPHOLOGY:
  • Morphological operations
  • Static lexica, Two-level morphology using FSA
- Slides (II.5)
- Beesley & Karttunen [2000] Tutorial, Chap. 1
-
COMPUTATIONAL SYNTAX:
- SLP - Chapter 5
- SLP - Chapter 12
- Slides (II.5) (II.6)
- Paper [Carlberger, Krann 1999]
- Paper [Tamburini, 2016]
- Paper [Bosco, Lombardo, 2004]
-
COMPUTATIONAL SEMANTICS:
  • Lexical semantic resources:
    WordNet and FrameNet.
  • Word Sense Disambiguation.
  • Distributional Semantics & Word-Space models.
  • Word and Document embeddings.
  • Logical and distributional approaches to sentence semantics.
- SLP - Chapter 19 and 20
- Slides (II.7) (II.8) (II.9)
- [Miller et al. 93] (only the 1st and 2nd papers)
- [Miller Fellbaum 2007]
- FrameNet site
Paper [Lenci, 2008]
Chap. 1-4 PhD Thesis [Sahlgren, 2006]
Papers [Mikolov et al. 2013; Le, Mikolov 2014]
Slides Sentence Embeddings
BERT Embeddings
- TNLP - Capitoli 12 e 13

REFERENCES

[SLP]
D. Jurafsky and J.H. Martin (2008). Speech and Language Processing, Prentice Hall. DRAFT