Leveraging NLP Tools to Uncover Metarepresentations in Climate Fiction

The paper explores the climate crisis discourse in literature with the focus on the genre of climate fiction. The material of the study is a famous Hurricane Katrina novel Salvage the Bones by Jesmyn Ward. The main aim of the research is to enhance access to textual data collection, mark up and tag cognitive structures in climate fiction texts. We draw on the cognitive semantic approach and computational linguistic techniques to demonstrate how mental conceptual images of hurricane associate in the text. The methods proposed are intended to define the dominant topics, visualize distribution patterns, and establish correlations between hurricane-centered semantic-epistemic categories. The dominant themes of the novel ‒ nature control and survival ‒ demonstrate how climate fiction engages with anthropogenic climate change, as well as highlight the ways in which climate fiction novels blur the boundaries between the present, past, and future.

Authors

Institutions

Publication Details

Published
2024-10-16
DOI
https://doi.org/10.1109/csit65290.2024.10982605
Primary Topic
Climate Change Communication and Perception
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Leveraging NLP Tools to Uncover Metarepresentations in Climate Fiction

Nataliia Hrytsiv, Nataliya Bondarchuk
Climate Change Communication and Perception
article

Leveraging NLP Tools to Uncover Metarepresentations in Climate Fiction

Nataliia Hrytsiv, Nataliya Bondarchuk
article en

Abstract

The paper explores the climate crisis discourse in literature with the focus on the genre of climate fiction. The material of the study is a famous Hurricane Katrina novel Salvage the Bones by Jesmyn Ward. The main aim of the research is to enhance access to textual data collection, mark up and tag cognitive structures in climate fiction texts. We draw on the cognitive semantic approach and computational linguistic techniques to demonstrate how mental conceptual images of hurricane associate in the text. The methods proposed are intended to define the dominant topics, visualize distribution patterns, and establish correlations between hurricane-centered semantic-epistemic categories. The dominant themes of the novel ‒ nature control and survival ‒ demonstrate how climate fiction engages with anthropogenic climate change, as well as highlight the ways in which climate fiction novels blur the boundaries between the present, past, and future.

Lviv Polytechnic National University (UA)
Climate action
Openalex Percentile: Top 53%
Climate Change Communication and Perception
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.