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Giuseppe Gallipoli

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Last Translation Benchmark

The Last Translation Benchmark is introduced, a collection of human-authored and peer-reviewed examples that break leading machine translation models and a new evaluation approach: each example comes with handcrafted verification rules describing concrete failure cases on that example, therefore allowing reliable and a...

Vilém Zouhar, Niyati Bafna, Mukund Choudhary et al. · 0 citations
Open access Jul 2026

MU4Sum: Aspect Unlearning in LLM-based Document Summarization

This work proposes and addresses a new task, MU for LLM-based Summarization (MU4Sum), and extends traditional MU methods to operate at the token level, which improves the performance of the traditional pipeline and proposes to integrate MU4Sum into an extractive-then-abstractive summarization pipeline.

Giuseppe Gallipoli, Luca Cagliero · 0 citations

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