AI for Understanding Subtext in Film and Drama

AI for Understanding Subtext in Film and Drama offers a novel, rigorous, and deeply reflective approach to one of the most elusive problems in aesthetics and interpretation: how meaning emerges when it is not explicitly stated. Drawing on film and drama case studies-from Pulp Fiction and Bergman to Pinter and Mamet-Prof. Yair Neuman develops a structured methodology for uncovering subtext through a disciplined tri-alogue between the human reader, the text, and artificial intelligence. This book introduces third-mind hermeneutics: a theoretically grounded, pedagogically applicable framework that uses large language models as tools for attentive observation rather than mechanical explanation. The result is a work that enriches aesthetic experience, sharpens interpretive skill, and extends the analysis of subtext beyond art to everyday human interaction. This book will be of strong interest to researchers and advanced students, scholars in human-AI interaction and AI for the humanities, and educators teaching interpretation, subtext, and critical reading. It is suitable for graduate-level courses, advanced undergraduate seminars, and interdisciplinary programs that bridge the humanities, social sciences, and AI studies.

Yair Neuman is a leading figure in applying AI for the humanities. He is the author of numerous peer-reviewed papers and academic manuscripts, and was a visiting Professor at MIT, the University of Oxford, the University of Toronto, and the Weizmann Institute of Science.

PART I Reading Between the Lines Chapter 1 Royale with Cheese: Subtext and the Inward Significance of Art Chapter 2 The Cat as a Looking Glass: Attentive Observation for Uncovering the Subtext Chapter 3 On Terrible Coffee, Two Embarrassed Men, and an Angry Woman: The Pragmatics of Subtext PART II Case Studies Chapter 4 A Honeymoon That Went Wrong: Subtext in Private Lives Chapter 5 The Rabbi and the Physicist: Subtext in A Serious Man Chapter 6 Was It Mostly Poopy? Subtext in Portnoy's Complaint PART III Reading in-between the Lines Chapter 7 Presence through Absence: Four Guidelines for Reading in-between the Lines PART IV Case Studies Chapter 8 "Did You Just Order a Five-Dollar Shake?": Subtext in Pulp Fiction Chapter 9 "Too Marvelous for Words": Subtext in The Vortex Chapter 10 Seeing Ourselves through Others: Subtext in Scenes from a Marriage Chapter 11 "Just a Tickle": Subtext in The Homecoming Chapter 12 Swirling the Guacamole: Subtext in Enough Said Chapter 13 The Evil of the Righteous: Subtext in Oleanna Chapter 14 Concluding Discussion: The Manifold of Meaning