Simone Balloccu


2022

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Beyond calories: evaluating how tailored communication reduces emotional load in diet-coaching
Simone Balloccu | Ehud Reiter
Proceedings of the 2nd Workshop on Human Evaluation of NLP Systems (HumEval)

Dieting is a behaviour change task that is difficult for many people to conduct successfully. This is due to many factors, including stress and cost. Mobile applications offer an alternative to traditional coaching. However, previous work on apps evaluation only focused on dietary outcomes, ignoring users’ emotional state despite its influence on eating habits. In this work, we introduce a novel evaluation of the effects that tailored communication can have on the emotional load of dieting. We implement this by augmenting a traditional diet-app with affective NLG, text-tailoring and persuasive communication techniques. We then run a short 2-weeks experiment and check dietary outcomes, user feedback of produced text and, most importantly, its impact on emotional state, through PANAS questionnaire. Results show that tailored communication significantly improved users’ emotional state, compared to an app-only control group.

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Comparing informativeness of an NLG chatbot vs graphical app in diet-information domain
Simone Balloccu | Ehud Reiter
Proceedings of the 15th International Conference on Natural Language Generation

2020

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How are you? Introducing stress-based text tailoring
Simone Balloccu | Ehud Reiter | Alexandra Johnstone | Claire Fyfe
Proceedings of the Workshop on Intelligent Information Processing and Natural Language Generation