Papers by Mauro Dragoni
MTSI-BERT: A Session-aware Knowledge-based Conversational Agent (2020.lrec-1)
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| Challenge: | Several models have been published achieving promising results in all the major linguistic tasks. |
| Approach: | They propose to exploit a BERT-based model to handle multi-turn conversations . they propose to use PuffBot to monitor asthma patients . |
| Outcome: | The proposed model can handle multi-turn conversations, a type of conversations that differs from single-turn by the presence of multiple related interactions. |
Neutral Is Not Unbiased: Evaluating Implicit and Intersectional Identity Bias in LLMs Through Structured Narrative Scenarios (2025.findings-emnlp)
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| Challenge: | Large Language Models often reproduce societal biases, yet most evaluations overlook how such biase evolve across nuanced contexts or intersecting identities. |
| Approach: | They propose a scenario-based evaluation framework built on 100 narrative tasks . they use critical discourse analysis and quantitative linguistic metrics to analyze LLMs . |
| Outcome: | The proposed evaluation framework provides ethically coherent and socially plausible settings for probing model behavior. |