Случайные разбиения

method ID: randomsplits

Related Papers

We Need to Talk about Standard Splits

Authors: nan

Publication: TIPSTER (2019)

DOI: nan

AbstractIt is standard practice in speech & language technology to rank systems according to their performance on a test set held out for evaluation. However, few researchers apply statistical tests …...

39693

We Need To Talk About Random Splits

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

Abstract(CITATION) argued for using random splits rather than standard splits in NLP experiments. We argue that random splits, like standard splits, lead to overly optimistic performance estimates. We can also …...

42658

Benchmarking Long-tail Generalization with Likelihood Splits

Authors: nan

Publication: TIPSTER (2023)

DOI: nan

AbstractIn order to reliably process natural language, NLP systems must generalize to the long tail of rare utterances. We propose a method to create challenging benchmarks that require generalizing to …...

33378

It’s about Time: Rethinking Evaluation on Rumor Detection Benchmarks using Chronological Splits

Authors: nan

Publication: TIPSTER (2023)

DOI: nan

AbstractNew events emerge over time influencing the topics of rumors in social media. Current rumor detection benchmarks use random splits as training, development and test sets which typically results in …...

33394