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The Garden of Forking Prompts: How Users Explore Narrative Space in Story Generation
Advait Deshmukh, Nora Benedict, Melanie Walsh +1
Large language models (LLMs) have changed the way people engage with stories. Drawing on public chatbot logs, we can see that when users generate stories, they iteratively edit the…
Narrative-UFET: Narrative Generation for Ultra-Fine Entity Typing
Mreedul Gupta, Advait Deshmukh, Ashwin Umadi +2
Ultra-fine entity typing (UFET) assigns highly specific types to entity mentions, but current approaches struggle with types in the long tail. We hypothesize that a key limitation…
A Structured Clustering Approach for Inducing Media Narratives
Rohan Das, Advait Deshmukh, Alexandria Leto +3
Media narratives wield tremendous power in shaping public opinion, yet computational approaches struggle to capture the nuanced storytelling structures that communication theory em…
All Entities are Not Created Equal: Examining the Long Tail for Ultra-Fine Entity Typing
Advait Deshmukh, Ashwin Umadi, Dananjay Srinivas +1
Due to their capacity to acquire world knowledge from large corpora, pre-trained language models (PLMs) are extensively used in ultra-fine entity typing tasks where the space of la…