Automatic Generation of Conversational Interfaces for Tabular Data Analysis
Fuente:
arXiv
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| Autori principali: | , , |
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| Natura: | Preprint |
| Pubblicazione: |
2023
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| _version_ | 1866909280128466944 |
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| author | Gomez-Vazquez, Marcos Cabot, Jordi Clarisó, Robert |
| author_facet | Gomez-Vazquez, Marcos Cabot, Jordi Clarisó, Robert |
| contents | Tabular data is the most common format to publish and exchange structured data online. A clear example is the growing number of open data portals published by public administrations. However, exploitation of these data sources is currently limited to technical people able to programmatically manipulate and digest such data. As an alternative, we propose the use of chatbots to offer a conversational interface to facilitate the exploration of tabular data sources, including support for data analytics questions that are responded via charts rendered by the chatbot. Moreover, our chatbots are automatically generated from the data source itself thanks to the instantiation of a configurable collection of conversation patterns matched to the chatbot intents and entities. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2305_11326 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | Automatic Generation of Conversational Interfaces for Tabular Data Analysis Gomez-Vazquez, Marcos Cabot, Jordi Clarisó, Robert Computation and Language I.2.7; D.2 Tabular data is the most common format to publish and exchange structured data online. A clear example is the growing number of open data portals published by public administrations. However, exploitation of these data sources is currently limited to technical people able to programmatically manipulate and digest such data. As an alternative, we propose the use of chatbots to offer a conversational interface to facilitate the exploration of tabular data sources, including support for data analytics questions that are responded via charts rendered by the chatbot. Moreover, our chatbots are automatically generated from the data source itself thanks to the instantiation of a configurable collection of conversation patterns matched to the chatbot intents and entities. |
| title | Automatic Generation of Conversational Interfaces for Tabular Data Analysis |
| topic | Computation and Language I.2.7; D.2 |
| url | https://arxiv.org/abs/2305.11326 |