Geo-analytical question-answering with GIS
Question Answering (QA), the process of computing valid answers to questions formulated
in natural language, has recently gained attention in both industry and academia …
in natural language, has recently gained attention in both industry and academia …
Putting geographical information science in place–towards theories of platial information and platial information systems
FB Mocnik - Progress in Human Geography, 2022 - journals.sagepub.com
Place is a concept that can hardly be formally captured at the moment, as it is unclear how
instances of places can formally be represented and how conclusions about places can …
instances of places can formally be represented and how conclusions about places can …
Ms marco: Benchmarking ranking models in the large-data regime
Evaluation efforts such as TREC, CLEF, NTCIR and FIRE, alongside public leaderboard
such as MS MARCO, are intended to encourage research and track our progress …
such as MS MARCO, are intended to encourage research and track our progress …
Geographic question answering: challenges, uniqueness, classification, and future directions
As an important part of Artificial Intelligence (AI), Question Answering (QA) aims at
generating answers to questions phrased in natural language. While there has been …
generating answers to questions phrased in natural language. While there has been …
Template-based question answering over linked geospatial data
Large amounts of geospatial data have been made available recently on the linked open
data cloud and on the portals of many national cartographic agencies (eg, OpenStreetMap …
data cloud and on the portals of many national cartographic agencies (eg, OpenStreetMap …
[HTML][HTML] The question answering system geoqa2 and a new benchmark for its evaluation
We present the question answering engine GeoQA2 which is able to answer geospatial
questions over the union of knowledge graphs YAGO2 and YAGO2geo. We also present the …
questions over the union of knowledge graphs YAGO2 and YAGO2geo. We also present the …
Translating place-related questions to GeoSPARQL queries
Many place-related questions can only be answered by complex spatial reasoning, a task
poorly supported by factoid question retrieval. Such reasoning using combinations of spatial …
poorly supported by factoid question retrieval. Such reasoning using combinations of spatial …
Benchmarking Geospatial Question Answering Engines Using the Dataset GeoQuestions1089
We present the dataset GeoQuestions1089 for benchmarking geospatial question
answering engines. GeoQuestions1089 is the largest such dataset available presently and it …
answering engines. GeoQuestions1089 is the largest such dataset available presently and it …
Extracting interrogative intents and concepts from geo-analytic questions
Understanding syntactic and semantic structure of geographic questions is a necessary step
towards true geographic question-answering (GeoQA) machines. The empirical basis for the …
towards true geographic question-answering (GeoQA) machines. The empirical basis for the …
Analyzing geographic questions using embedding-based topic modeling
J Yang, H Jang, K Yu - ISPRS International Journal of Geo-Information, 2023 - mdpi.com
Recently, open-domain question-answering systems have achieved tremendous progress
because of developments in large language models (LLMs), and have successfully been …
because of developments in large language models (LLMs), and have successfully been …