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Paolo Italiani

3 accepted papers

2025

“What do you call a dog that is incontrovertibly true? Dogma”: Testing LLM Generalization through Humor

ACL 2025long

Humor, requiring creativity and contextual understanding, is a hallmark of human intelligence, showcasing adaptability across linguistic scenarios. While recent advances in large language models (LLMs) demonstrate strong reasoning on various benchmarks, it remains unclear whether they truly adapt to…

Cited by 0SourcePDFScholar
2024

What Are You Token About? Differentiable Perturbed Top-k Token Selection for Scientific Document Summarization

ACL 2024findings

Scientific document summarization aims to condense complex and long articles in both technical and plain-language terms to facilitate the accessibility and dissemination of scientific findings. Existing datasets suffer from a deficiency in source heterogeneity, as their data predominantly stem from…

2023

Cogito Ergo Summ: Abstractive Summarization of Biomedical Papers via Semantic Parsing Graphs and Consistency Rewards

AAAI 2023technical

The automatic synthesis of biomedical publications catalyzes a profound research interest elicited by literature congestion. Current sequence-to-sequence models mainly rely on the lexical surface and seldom consider the deep semantic interconnections between the entities mentioned in the source docu…