2 papers
cs.LG2025
Temporal horizons in forecasting: a performance-learnability trade-off
Pau Vilimelis Aceituno, Jack William Miller, Noah Marti +2
When training autoregressive models to forecast dynamical systems, a critical question arises: how far into the future should the model be trained to predict? Too short a horizon m…
cs.CL2025
CoPERLex: Content Planning with Event-based Representations for Legal Case Summarization
T. Y. S. S. Santosh, Youssef Farag, Matthias Grabmair
Legal professionals often struggle with lengthy judgments and require efficient summarization for quick comprehension. To address this challenge, we investigate the need for struct…