Conference paper
Multidimensional Analysis of Trust in News Articles
Avneet Kaur, Maitree Leekha, et al.
AAAI 2020
This paper introduces Strict Partial Order Networks (SPON), a novel neural network architecture designed to enforce asymmetry and transitive properties as soft constraints. We apply it to induce hypernymy relations by training with is-A pairs. We also present an augmented variant of SPON that can generalize type information learned for in-vocabulary terms to previously unseen ones. An extensive evaluation over eleven benchmarks across different tasks shows that SPON consistently either outperforms or attains the state of the art on all but one of these benchmarks.
Avneet Kaur, Maitree Leekha, et al.
AAAI 2020
Guy Barash, Onn Shehory, et al.
AAAI 2020
Zhaolin Ren, Zhengyuan Zhou, et al.
AAAI 2020
Michael Glass, Gaetano Rossiello, et al.
NAACL 2022