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Automated geocoding of textual documents: A survey of current approaches
This survey article describes previous research addressing text‐based document
geocoding, ie the task of predicting the geospatial coordinates of latitude and longitude, that …
geocoding, ie the task of predicting the geospatial coordinates of latitude and longitude, that …
[HTML][HTML] A review of geospatial semantic information modeling and elicitation approaches
The present paper provides a review of two research topics that are central to geospatial
semantics: information modeling and elicitation. The first topic deals with the development of …
semantics: information modeling and elicitation. The first topic deals with the development of …
Deep learning approaches for bimodal speech emotion recognition: Advancements, challenges, and a multi-learning model
Though acoustic speech emotion recognition has been studied for a while, bimodal speech
emotion recognition using both acoustic and text has gained momentum since speech …
emotion recognition using both acoustic and text has gained momentum since speech …
Advancing spatial reasoning in large language models: An in-depth evaluation and enhancement using the stepgame benchmark
Artificial intelligence (AI) has made remarkable progress across various domains, with large
language models like ChatGPT gaining substantial attention for their human-like text …
language models like ChatGPT gaining substantial attention for their human-like text …
Transfer learning with synthetic corpora for spatial role labeling and reasoning
Recent research shows synthetic data as a source of supervision helps pretrained language
models (PLM) transfer learning to new target tasks/domains. However, this idea is less …
models (PLM) transfer learning to new target tasks/domains. However, this idea is less …
Integrating natural language processing and spatial reasoning for utility compliance checking
Underground utility incidents, such as utility conflicts and utility strikes, result in time and cost
overruns in construction projects, property damages, environmental pollution, personnel …
overruns in construction projects, property damages, environmental pollution, personnel …
Machine learning in geography–Past, present, and future
A Lavallin, JA Downs - Geography Compass, 2021 - Wiley Online Library
This paper concentrates on the different meanings of machine learning (ML) from its origins
to the present and potential future, focusing on contributions within the discipline of …
to the present and potential future, focusing on contributions within the discipline of …
Spatially oriented convolutional neural network for spatial relation extraction from natural language texts
Spatial relation extraction (eg, topological relations, directional relations, and distance
relations) from natural language descriptions is a fundamental but challenging task in …
relations) from natural language descriptions is a fundamental but challenging task in …
Systematic analysis of image schemas in natural language through explainable multilingual neural language processing
In embodied cognition, physical experiences are believed to shape abstract cognition, such
as natural language and reasoning. Image schemas were introduced as spatio-temporal …
as natural language and reasoning. Image schemas were introduced as spatio-temporal …
Named entity recognition goes to old regime France: geographic text analysis for early modern French corpora
Geographic text analysis (GTA) research in the digital humanities has focused on projects
analyzing modern English-language corpora. These projects depend on temporally specific …
analyzing modern English-language corpora. These projects depend on temporally specific …