Диагностикалық Тапсырмалар
task
ID: diagnostictasks
Related Papers
What Does My QA Model Know? Devising Controlled Probes Using Expert Knowledge
AbstractOpen-domain question answering (QA) involves many knowledge and reasoning challenges, but are successful QA models actually learning such knowledge when trained on benchmark QA tasks? We investigate this via several …...
CTL++: Evaluating Generalization on Never-Seen Compositional Patterns of Known Functions, and Compatibility of Neural Representations
AbstractWell-designed diagnostic tasks have played a key role in studying the failure of neural nets (NNs) to generalize systematically. Famous examples include SCAN and Compositional Table Lookup (CTL). Here we …...
Improving Compositional Generalization with Latent Structure and Data Augmentation
AbstractGeneric unstructured neural networks have been shown to struggle on out-of-distribution compositional generalization. Compositional data augmentation via example recombination has transferred some prior knowledge about compositionality to such black-box neural …...