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Kevin Stowe

5 accepted papers

2024

Generating Harder Cross-document Event Coreference Resolution Datasets using Metaphoric Paraphrasing

ACL 2024short

The most popular Cross-Document Event Coreference Resolution (CDEC) datasets fail to convey the true difficulty of the task, due to the lack of lexical diversity between coreferring event triggers (words or phrases that refer to an event). Furthermore, there is a dearth of event datasets for figurat…

2022

IMPLI: Investigating NLI Models’ Performance on Figurative Language

ACL 2022long

Natural language inference (NLI) has been widely used as a task to train and evaluate models for language understanding. However, the ability of NLI models to perform inferences requiring understanding of figurative language such as idioms and metaphors remains understudied. We introduce the IMPLI (…

2022

The challenges of temporal alignment on Twitter during crises

EMNLP 2022finding

Language use changes over time, and this impacts the effectiveness of NLP systems. This phenomenon is even more prevalent in social media data during crisis events where meaning and frequency of word usage may change over the course of days. Contextual language models fail to adapt temporally, empha…

2021

Metaphor Generation with Conceptual Mappings

ACL 2021long

Generating metaphors is a difficult task as it requires understanding nuanced relationships between abstract concepts. In this paper, we aim to generate a metaphoric sentence given a literal expression by replacing relevant verbs. Guided by conceptual metaphor theory, we propose to control the gener…