3 papers
cs.CL2026
SIREN: Situation-aware Index for Response and Emergency ActioNability in Crisis Translation
Maria Carmen Staiano, Lifeng Han, Johanna Monti +1
Machine translation (MT) is increasingly utilized in multilingual crisis communication, yet conventional evaluation does not directly assess whether translated emergency messages p…
cs.CL2026
Last Translation Benchmark
Vilém Zouhar, Niyati Bafna, Mukund Choudhary +263
For scientific progress, we need benchmarks that test the limits of state-of-the-art models, and evaluation methods that inform us about failure cases. As models get stronger, stan…
cs.CL2026
Translating Under Pressure: Domain-Aware LLMs for Crisis Communication
Antonio Castaldo, Maria Carmen Staiano, Johanna Monti +2
Timely and reliable multilingual communication is critical during natural and human-induced disasters, but developing effective solutions for crisis communication is limited by the…