COMS 6998: Advanced Topics in Spoken Language Processing

Instructors: Julia Hirschberg

Time:  Tu 4: 10-6:00 (Fall 2024)

Location: Mudd 1127

 

 

Prerequisite: COMS 4705 or another speech or NLP class and experience in Machine Learning

Description:  This class will introduce students to spoken language processing:  basic concepts, analysis approaches, and applications.  Applications include Text-to-Speech Synthesis, dialogue systems, and analysis of entrainment, empathy, personality, emotion, humor and sarcasm, deception and trust, radicalization and charisma, all using text and speech information and some visual features as well.

 

Required readings:

Jurafsky & Martin 2023 (3^rd edition draft) chapters

These and other readings are linked from this syllabus for each class.

Suggested:

Keith Johnson. Acoustic & Auditory Phonetics (3rd edition). Wiley.  2011.

 

Resources:

A list of resources can be found here.

 

Office Hours

Julia Hirschberg: W 2-3:30/4pm

Lin Ai: F 2-4pm

Debasmita Bhattacharya: Th 9:30-11:30am

Navya Jain: Tu 10:30-12

Kimiya Shahamat: M 4-6pm

 

Grade Breakdown

5% attendance

20% weekly posts

20% HW1

25% HW2

30% HW3

 

Also please note our late policies:

For weekly posts:  Monday deadline 11:59pm; 1 late day allowed but 1 point lost

For homework: 3 late days allowed but 5 points lost for each late day

 

Academic Integrity

The SEAS academic integrity policy is found here.

The CS academic integrity policy is found here.

Syllabus

Note: Schedule and readings are subject to change.  Readings labeled with * are optional.

 

Date	Topic	Readings	Assignments
Week 1: 9/3	Introduction to Speech Processing (Lin Ai, Harsh Srivastava); Julia Hirschberg
Week 2: 9/10	From Sounds to Language	Jurafsky & Martin Chapter 28 (Chapters 1-3)
Week 3: 9/17	Acoustics of Speech	Jurafsky & Martin Chapter 28 (sections 4-6)
Week 4: 9/24	Tools for Speech Analysis	*Praat Tutorial (just use for reference) Watch all these Praat video tutorials here (1-7) *Also some video tutorials on acoustics of speech here Download the latest version of Praat Record your own voice saying these sentences Bring your laptop and headphones to class	HW1: Praat Recording and Analysis (assigned)
Week 5: 10/1	Analyzing Speech Prosody	ToBI Conventions AuToBI Prosody and Meaning *Guidelines for ToBI Labeling
Week 6: 10/8	Text-to-Speech Synthesis (Andrew Rosenberg)	Jurafsky & Martin Chapter 16 (Introduction, sections 6, 8) *Prosody Prediction from Syntactic, Lexical, and Word Embedding Features, *Comparing acoustic and textual representations of previous linguistic context for improving Text-to-Speech, *Where do the improvements come from in sequence-to-sequence neural tts? The sound of trustworthiness: Acoustic-based modulation of perceived voice personality	HW1 due
Week 7: 10/15	Speech Recognition (Bhuvana Ramabhadran)	Jurafsky & Martin Chapter 16 (Introduction, sections 1-5, 7-8) Twenty-Five Years of Evolution in Speech and Language Processing *Google USM: Scaling Automatic Speech Recognition Beyond 100 Languages *Robust Speech Recognition via Large-Scale Weak Supervision *SLM: BRIDGE THE THIN GAP BETWEEN SPEECH AND TEXT FOUNDATION MODELS
Week 8: 10/22	Spoken Dialogue Systems (Yu-Wen Chen, Tony Chen, Siyan Li);  Empathetic Speech	Jurafsky & Martin Chapters 14, 15, 27 RASwDA: Re-Aligned Switchboard Dialog Act Corpus for Dialog Act Prediction in Conversations *Generative Agents: Interactive Simulacra of Human Behavior Nora the Empathetic Psychologist *11 Nonverbal Ways to Express Empathy And Camaraderie With Your Team	HW2 assigned
Week 9: 10/29	Speech Analysis: Emotion and Sentiment Detection (Zixiaofan Yang); Emotion Elicitation (Sara Gong)	Predicting Arousal and Valence from Waveforms and Spectrograms using Deep Neural Networks Emotions and Types of Emotional Responses Eliciting Rich Positive Emotions in Dialogue Generation
Week 10: 11/5	Election Day No class
Week 11: 11/12	Speech Analysis: Entrainment; Code-Switching (Debasmita Bhattacharya)	Identifying Entrainment in Task-oriented Conversations What Code-Switching Strategies are Effective in Dialog Systems?	HW2 due
Week 12: 11/19	Speech Analysis: Personality  (Michelle Levine) and Mental State	Predicting the Big 5 personality traits from digital footprints on social media: A meta-analysis Multimodal Deep Learning for Mental Disorders Prediction from Audio Speech Samples Speech Processing Approach for Diagnosing Dementia in an Early Stage	HW3 assigned
Week 13: 11/26	Multimodal Analysis: Charismatic Speech; WordsEye (Bob Coyne)	What Makes a Speaker Charismatic?  Producing and Perceiving Charismatic Speech "Would You Buy A Car From Me?"-- On the Likability of Telephone Voices Extracting Social Meaning: Identifying Interactional Style in Spoken Conversation Multimodal Indicators of Humor in Video CHoRaL: Collecting Humor Reaction Labels from Millions of Social Media Users
Week 14: 12/3	Speech Analysis: Deception and Trust; Intent Detection and Radicalization (Lin Ai)	Acoustic-Prosodic and Lexical Cues to Deception and Trust:  Deciphering How People Detect Lies Multimodal Deception Detection using Automatically Extracted Acoustic, Visual and Lexical Features Identifying the Popularity and Persuasiveness of Right- and Left-leaning Group Videos on Social Media Unveiling the Influencers of Radical Content: A Multimodal Analysis of QAnon Videos	HW3 due