├── .gitignore ├── README.md ├── control_tasks ├── README.md ├── control_tasks │ ├── BayesianLayers.py │ ├── __init__.py │ ├── control-tasks.tar │ ├── data.py │ ├── loss.py │ ├── model.py │ ├── probe.py │ ├── regimen.py │ ├── reporter.py │ ├── run_experiment.py │ ├── task.py │ └── test.py ├── example │ ├── config │ │ ├── emnlp19-cluster │ │ │ ├── elmo1-elmo2 │ │ │ │ ├── dep │ │ │ │ │ ├── ptb-dep-c0-s40000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-dep-c0-s40000-1hid-ELMo2.yaml │ │ │ │ │ ├── ptb-dep-c0-s40000-1hid-ProjELMo0.yaml │ │ │ │ │ ├── ptb-dep-c0-s40000-bilinear-ELMo1.yaml │ │ │ │ │ ├── ptb-dep-c0-s40000-bilinear-ELMo2.yaml │ │ │ │ │ ├── ptb-dep-c0-s40000-bilinear-ProjELMo0.yaml │ │ │ │ │ ├── ptb-dep-c1-s40000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-dep-c1-s40000-1hid-ELMo2.yaml │ │ │ │ │ ├── ptb-dep-c1-s40000-1hid-ProjELMo0.yaml │ │ │ │ │ ├── ptb-dep-c1-s40000-bilinear-ELMo1.yaml │ │ │ │ │ ├── ptb-dep-c1-s40000-bilinear-ELMo2.yaml │ │ │ │ │ └── ptb-dep-c1-s40000-bilinear-ProjELMo0.yaml │ │ │ │ └── pos │ │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo2.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ProjELMo0.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo2.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ProjELMo0.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-0hid-ELMo2.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-0hid-ProjELMo0.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-1hid-ELMo2.yaml │ │ │ │ │ └── ptb-pos-c1-rank1000-1hid-ProjELMo0.yaml │ │ │ ├── error-analysis │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1-run1.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1-run2.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1-run3.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1-run4.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1-run5.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo1-run1.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo1-run2.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo1-run3.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo1-run4.yaml │ │ │ │ └── ptb-pos-c0-rank1000-1hid-ELMo1-run5.yaml │ │ │ ├── linguistic-control │ │ │ │ ├── dep │ │ │ │ │ ├── dropout │ │ │ │ │ │ ├── ptb-dep-c0-drop0-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.2-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.2-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.2-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.4-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.4-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.4-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.6-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.6-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.6-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.8-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.8-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.8-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.2-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.2-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.2-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.4-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.4-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.4-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.6-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.6-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.6-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.8-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.8-2hid-ELMo1.yaml │ │ │ │ │ │ └── ptb-dep-c1-drop0.8-bilinear-ELMo1.yaml │ │ │ │ │ ├── gradient_steps │ │ │ │ │ │ ├── ptb-dep-c0-grad12500-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad12500-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad12500-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad1500-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad1500-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad1500-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad25000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad25000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad25000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad3000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad3000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad3000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad50000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad50000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad50000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad6000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad6000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad6000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad12500-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad12500-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad12500-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad1500-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad1500-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad1500-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad25000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad25000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad25000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad3000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad3000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad3000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad50000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad50000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad50000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad6000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad6000-2hid-ELMo1.yaml │ │ │ │ │ │ └── ptb-dep-c1-grad6000-bilinear-ELMo1.yaml │ │ │ │ │ ├── rank │ │ │ │ │ │ ├── ptb-dep-c0-rank10-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank10-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank10-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank100-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank100-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank100-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank1000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank1000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank1000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank5-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank5-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank5-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank50-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank50-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank50-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank10-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank10-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank10-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank100-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank100-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank100-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank1000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank1000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank1000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank5-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank5-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank5-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank50-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank50-2hid-ELMo1.yaml │ │ │ │ │ │ └── ptb-dep-c1-rank50-bilinear-ELMo1.yaml │ │ │ │ │ ├── sample │ │ │ │ │ │ ├── ptb-dep-c0-s400-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s400-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s400-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s4000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s4000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s4000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s40000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s40000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s40000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s400-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s400-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s400-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s4000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s4000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s4000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s40000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s40000-2hid-ELMo1.yaml │ │ │ │ │ │ └── ptb-dep-c1-s40000-bilinear-ELMo1.yaml │ │ │ │ │ └── wd │ │ │ │ │ │ ├── ptb-dep-c0-wd0-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0.01-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0.01-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0.01-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0.1-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0.1-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0.1-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd1-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd1-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd1-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0.01-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0.01-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0.01-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0.1-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0.1-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0.1-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd1-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd1-2hid-ELMo1.yaml │ │ │ │ │ │ └── ptb-dep-c1-wd1-bilinear-ELMo1.yaml │ │ │ │ └── pos │ │ │ │ │ ├── dropout │ │ │ │ │ ├── ptb-pos-c0-drop0-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.2-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.2-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.2-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.4-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.4-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.4-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.6-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.6-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.6-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.8-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.8-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.8-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.2-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.2-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.2-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.4-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.4-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.4-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.6-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.6-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.6-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.8-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.8-1hid-ELMo1.yaml │ │ │ │ │ └── ptb-pos-c1-drop0.8-2hid-ELMo1.yaml │ │ │ │ │ ├── gradient_steps │ │ │ │ │ ├── ptb-pos-c0-grad12500-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad12500-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad12500-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad1500-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad1500-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad1500-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad25000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad25000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad25000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad3000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad3000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad3000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad50000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad50000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad50000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad6000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad6000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad6000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad12500-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad12500-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad12500-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad1500-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad1500-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad1500-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad25000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad25000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad25000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad3000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad3000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad3000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad50000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad50000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad50000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad6000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad6000-1hid-ELMo1.yaml │ │ │ │ │ └── ptb-pos-c1-grad6000-2hid-ELMo1.yaml │ │ │ │ │ ├── rank │ │ │ │ │ ├── ptb-pos-c0-rank10-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank10-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank10-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank2-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank2-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank2-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank4-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank4-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank4-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank45-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank45-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank45-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank10-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank10-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank10-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank2-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank2-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank2-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank4-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank4-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank4-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank45-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank45-1hid-ELMo1.yaml │ │ │ │ │ └── ptb-pos-c1-rank45-2hid-ELMo1.yaml │ │ │ │ │ ├── sample │ │ │ │ │ ├── ptb-pos-c0-s400-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s400-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s400-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s4000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s4000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s4000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s40000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s40000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s40000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s400-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s400-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s400-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s4000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s4000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s4000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s40000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s40000-1hid-ELMo1.yaml │ │ │ │ │ └── ptb-pos-c1-s40000-2hid-ELMo1.yaml │ │ │ │ │ └── wd │ │ │ │ │ ├── ptb-pos-c0-wd0-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0.01-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0.01-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0.01-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0.1-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0.1-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0.1-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd1-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd1-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd1-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0.01-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0.01-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0.01-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0.1-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0.1-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0.1-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd1-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd1-1hid-ELMo1.yaml │ │ │ │ │ └── ptb-pos-c1-wd1-2hid-ELMo1.yaml │ │ │ └── oov-first │ │ │ │ ├── ptb-dep-c0-drop0-1hid-ELMo1.yaml │ │ │ │ ├── ptb-dep-c0-drop0-2hid-ELMo1.yaml │ │ │ │ ├── ptb-dep-c0-drop0-bilinear-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-drop0-0hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-drop0-1hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-drop0-2hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank10-0hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank10-1hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank10-2hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-2hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank2-0hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank2-1hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank2-2hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank4-0hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank4-1hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank4-2hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank45-0hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank45-1hid-ELMo1.yaml │ │ │ │ └── ptb-pos-c0-rank45-2hid-ELMo1.yaml │ │ ├── emnlp19-codalab │ │ │ ├── elmo1-elmo2 │ │ │ │ ├── dep │ │ │ │ │ ├── ptb-dep-c0-s40000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-dep-c0-s40000-1hid-ELMo2.yaml │ │ │ │ │ ├── ptb-dep-c0-s40000-1hid-ProjELMo0.yaml │ │ │ │ │ ├── ptb-dep-c0-s40000-bilinear-ELMo1.yaml │ │ │ │ │ ├── ptb-dep-c0-s40000-bilinear-ELMo2.yaml │ │ │ │ │ ├── ptb-dep-c0-s40000-bilinear-ProjELMo0.yaml │ │ │ │ │ ├── ptb-dep-c1-s40000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-dep-c1-s40000-1hid-ELMo2.yaml │ │ │ │ │ ├── ptb-dep-c1-s40000-1hid-ProjELMo0.yaml │ │ │ │ │ ├── ptb-dep-c1-s40000-bilinear-ELMo1.yaml │ │ │ │ │ ├── ptb-dep-c1-s40000-bilinear-ELMo2.yaml │ │ │ │ │ └── ptb-dep-c1-s40000-bilinear-ProjELMo0.yaml │ │ │ │ └── pos │ │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo2.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ProjELMo0.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo2.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ProjELMo0.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-0hid-ELMo2.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-0hid-ProjELMo0.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-1hid-ELMo2.yaml │ │ │ │ │ └── ptb-pos-c1-rank1000-1hid-ProjELMo0.yaml │ │ │ ├── error-analysis │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1-run1.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1-run2.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1-run3.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1-run4.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1-run5.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo1-run1.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo1-run2.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo1-run3.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo1-run4.yaml │ │ │ │ └── ptb-pos-c0-rank1000-1hid-ELMo1-run5.yaml │ │ │ ├── linguistic-control │ │ │ │ ├── dep │ │ │ │ │ ├── dropout │ │ │ │ │ │ ├── ptb-dep-c0-drop0-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.2-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.2-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.2-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.4-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.4-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.4-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.6-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.6-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.6-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.8-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.8-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-drop0.8-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.2-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.2-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.2-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.4-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.4-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.4-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.6-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.6-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.6-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.8-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-drop0.8-2hid-ELMo1.yaml │ │ │ │ │ │ └── ptb-dep-c1-drop0.8-bilinear-ELMo1.yaml │ │ │ │ │ ├── gradient_steps │ │ │ │ │ │ ├── ptb-dep-c0-grad12500-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad12500-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad12500-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad1500-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad1500-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad1500-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad25000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad25000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad25000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad3000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad3000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad3000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad50000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad50000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad50000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad6000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad6000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-grad6000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad12500-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad12500-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad12500-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad1500-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad1500-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad1500-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad25000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad25000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad25000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad3000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad3000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad3000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad50000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad50000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad50000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad6000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-grad6000-2hid-ELMo1.yaml │ │ │ │ │ │ └── ptb-dep-c1-grad6000-bilinear-ELMo1.yaml │ │ │ │ │ ├── rank │ │ │ │ │ │ ├── ptb-dep-c0-rank10-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank10-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank10-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank100-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank100-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank100-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank1000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank1000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank1000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank5-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank5-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank5-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank50-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank50-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-rank50-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank10-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank10-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank10-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank100-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank100-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank100-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank1000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank1000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank1000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank5-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank5-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank5-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank50-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-rank50-2hid-ELMo1.yaml │ │ │ │ │ │ └── ptb-dep-c1-rank50-bilinear-ELMo1.yaml │ │ │ │ │ ├── sample │ │ │ │ │ │ ├── ptb-dep-c0-s400-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s400-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s400-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s4000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s4000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s4000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s40000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s40000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-s40000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s400-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s400-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s400-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s4000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s4000-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s4000-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s40000-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-s40000-2hid-ELMo1.yaml │ │ │ │ │ │ └── ptb-dep-c1-s40000-bilinear-ELMo1.yaml │ │ │ │ │ └── wd │ │ │ │ │ │ ├── ptb-dep-c0-wd0-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0.01-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0.01-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0.01-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0.1-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0.1-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd0.1-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd1-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd1-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c0-wd1-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0.01-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0.01-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0.01-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0.1-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0.1-2hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd0.1-bilinear-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd1-1hid-ELMo1.yaml │ │ │ │ │ │ ├── ptb-dep-c1-wd1-2hid-ELMo1.yaml │ │ │ │ │ │ └── ptb-dep-c1-wd1-bilinear-ELMo1.yaml │ │ │ │ └── pos │ │ │ │ │ ├── dropout │ │ │ │ │ ├── ptb-pos-c0-drop0-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.2-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.2-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.2-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.4-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.4-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.4-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.6-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.6-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.6-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.8-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.8-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-drop0.8-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.2-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.2-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.2-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.4-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.4-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.4-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.6-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.6-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.6-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.8-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-drop0.8-1hid-ELMo1.yaml │ │ │ │ │ └── ptb-pos-c1-drop0.8-2hid-ELMo1.yaml │ │ │ │ │ ├── gradient_steps │ │ │ │ │ ├── ptb-pos-c0-grad12500-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad12500-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad12500-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad1500-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad1500-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad1500-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad25000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad25000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad25000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad3000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad3000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad3000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad50000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad50000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad50000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad6000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad6000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-grad6000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad12500-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad12500-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad12500-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad1500-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad1500-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad1500-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad25000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad25000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad25000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad3000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad3000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad3000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad50000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad50000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad50000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad6000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-grad6000-1hid-ELMo1.yaml │ │ │ │ │ └── ptb-pos-c1-grad6000-2hid-ELMo1.yaml │ │ │ │ │ ├── rank │ │ │ │ │ ├── ptb-pos-c0-rank10-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank10-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank10-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank1000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank2-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank2-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank2-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank4-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank4-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank4-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank45-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank45-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-rank45-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank10-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank10-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank10-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank1000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank2-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank2-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank2-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank4-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank4-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank4-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank45-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-rank45-1hid-ELMo1.yaml │ │ │ │ │ └── ptb-pos-c1-rank45-2hid-ELMo1.yaml │ │ │ │ │ ├── sample │ │ │ │ │ ├── ptb-pos-c0-s400-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s400-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s400-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s4000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s4000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s4000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s40000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s40000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-s40000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s400-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s400-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s400-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s4000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s4000-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s4000-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s40000-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-s40000-1hid-ELMo1.yaml │ │ │ │ │ └── ptb-pos-c1-s40000-2hid-ELMo1.yaml │ │ │ │ │ └── wd │ │ │ │ │ ├── ptb-pos-c0-wd0-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0.01-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0.01-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0.01-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0.1-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0.1-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd0.1-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd1-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd1-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c0-wd1-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0.01-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0.01-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0.01-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0.1-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0.1-1hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd0.1-2hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd1-0hid-ELMo1.yaml │ │ │ │ │ ├── ptb-pos-c1-wd1-1hid-ELMo1.yaml │ │ │ │ │ └── ptb-pos-c1-wd1-2hid-ELMo1.yaml │ │ │ └── oov-first │ │ │ │ ├── ptb-dep-c0-drop0-1hid-ELMo1.yaml │ │ │ │ ├── ptb-dep-c0-drop0-2hid-ELMo1.yaml │ │ │ │ ├── ptb-dep-c0-drop0-bilinear-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-drop0-0hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-drop0-1hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-drop0-2hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank10-0hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank10-1hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank10-2hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-0hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-1hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank1000-2hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank2-0hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank2-1hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank2-2hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank4-0hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank4-1hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank4-2hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank45-0hid-ELMo1.yaml │ │ │ │ ├── ptb-pos-c0-rank45-1hid-ELMo1.yaml │ │ │ │ └── ptb-pos-c0-rank45-2hid-ELMo1.yaml │ │ ├── pad_en_ewt-ud-sample.yaml │ │ ├── prd_en_ewt-ud-sample.yaml │ │ └── ptb.yaml │ └── example.tar ├── mdl_configs │ ├── bayes_l0.yml │ ├── bayes_l0_control.yml │ ├── online_l0.yml │ └── online_l0_control.yml ├── mdl_eval_notebooks │ ├── Eval_MDL_online_code.ipynb │ └── Eval_MDL_variational_code.ipynb ├── resources │ ├── random_labels-min.png │ └── random_labels_with_head-min.png └── scripts │ ├── codalab │ ├── run_ling_control_expts.sh │ └── run_preprocessing.sh │ ├── convert_conll_to_raw.py │ ├── convert_raw_to_bert.py │ ├── convert_raw_to_elmo.sh │ ├── convert_splits_to_depparse.sh │ ├── error_analysis │ ├── aggregate_predictions.py │ └── error_analysis.py │ └── scripts.tar ├── jiant ├── .circleci │ └── config.yml ├── .gitmodules ├── .pep8speaks.yml ├── .pre-commit-config.yaml ├── .pre-commit-hooks.yaml ├── CODEOWNERS ├── Dockerfile ├── LICENSE ├── MANIFEST.in ├── README.md ├── allennlp_mods │ ├── __init__.py │ ├── correlation.py │ ├── elmo.py │ ├── elmo_text_field_embedder.py │ ├── multilabel_field.py │ └── numeric_field.py ├── cola_inference.py ├── environment.yml ├── gcp │ ├── config │ │ ├── auto.master │ │ ├── auto.nfs │ │ └── jiant_paths.sh │ ├── create_instance.sh │ ├── kubernetes │ │ ├── README.md │ │ ├── init_cluster.sh │ │ ├── run_batch.sh │ │ └── templates │ │ │ ├── jiant_env.libsonnet │ │ │ ├── nfs.jsonnet │ │ │ └── run_batch.jsonnet │ ├── remote_job.sh │ ├── remote_job_tmux.sh │ ├── set_up_workstation.sh │ └── transfer_code.sh ├── jiant │ ├── BayesianLayers.py │ ├── __init__.py │ ├── __main__.py │ ├── allennlp_mods │ │ ├── __init__.py │ │ ├── correlation.py │ │ ├── elmo.py │ │ ├── elmo_text_field_embedder.py │ │ ├── multilabel_field.py │ │ └── numeric_field.py │ ├── config │ │ ├── ccg_bert.conf │ │ ├── copa_bert.conf │ │ ├── defaults.conf │ │ ├── demo.conf │ │ ├── edgeprobe │ │ │ ├── edgeprobe_bare.conf │ │ │ ├── edgeprobe_bert.conf │ │ │ ├── edgeprobe_cove.conf │ │ │ ├── edgeprobe_demo.conf │ │ │ ├── edgeprobe_existing.conf │ │ │ ├── edgeprobe_glove.conf │ │ │ ├── edgeprobe_openai.conf │ │ │ └── edgeprobe_train.conf │ │ ├── examples │ │ │ ├── copa_bert.conf │ │ │ └── stilts_example.conf │ │ ├── onlstm.conf │ │ ├── prpn.conf │ │ ├── seg_wix.conf │ │ ├── superglue_bert.conf │ │ └── superglue_bow.conf │ ├── evaluate.py │ ├── metrics │ │ └── winogender_metrics.py │ ├── models.py │ ├── modules │ │ ├── __init__.py │ │ ├── attention.py │ │ ├── attn_pair_encoder.py │ │ ├── bilm_encoder.py │ │ ├── bow_sentence_encoder.py │ │ ├── edge_probing.py │ │ ├── elmo_character_encoder.py │ │ ├── masked_stacked_attn_layer.py │ │ ├── onlstm │ │ │ └── ON_LSTM.py │ │ ├── onlstm_phrase_layer.py │ │ ├── pair_classifier.py │ │ ├── prpn │ │ │ ├── LSTMCell.py │ │ │ ├── PRPN.py │ │ │ ├── ParsingNetwork.py │ │ │ ├── PredictNetwork.py │ │ │ ├── ReadingNetwork.py │ │ │ └── blocks.py │ │ ├── prpn_phrase_layer.py │ │ ├── sentence_encoder.py │ │ ├── seq2seq_decoder.py │ │ ├── simple_modules.py │ │ └── span_modules.py │ ├── preprocess.py │ ├── pytorch_transformers_interface │ │ ├── __init__.py │ │ └── modules.py │ ├── tasks │ │ ├── __init__.py │ │ ├── edge_probing.py │ │ ├── lm.py │ │ ├── lm_parsing.py │ │ ├── nli_probing.py │ │ ├── qa.py │ │ ├── registry.py │ │ ├── seq2seq.py │ │ └── tasks.py │ ├── trainer.py │ └── utils │ │ ├── __init__.py │ │ ├── config.py │ │ ├── data_loaders.py │ │ ├── emails.py │ │ ├── gcp.py │ │ ├── hocon_writer.py │ │ ├── locked_dropout.py │ │ ├── retokenize.py │ │ ├── serialize.py │ │ ├── tokenizers.py │ │ └── utils.py ├── main.py ├── mdl_configs │ ├── dep_bayes_layer1.conf │ └── pos_online_layer1.conf ├── mdl_eval_notebooks │ ├── Eval_MDL_online_code.ipynb │ └── Eval_MDL_variational_code.ipynb ├── mdl_probes.md ├── probing │ ├── README.md │ ├── __init__.py │ ├── analysis.py │ ├── analysis_bertlayer_ACL_camera_ready.ipynb │ ├── analysis_edgeprobe_ICLR_camera_ready.ipynb │ ├── analysis_edgeprobe_standard.ipynb │ ├── analyze_runs.py │ ├── convert_edge_data_to_tfrecord.py │ ├── data │ │ ├── README.md │ │ ├── __init__.py │ │ ├── convert-dpr.py │ │ ├── convert-semeval2010-task8.py │ │ ├── convert-spr1-rudinger.py │ │ ├── convert-spr2.py │ │ ├── extract_ontonotes_all.py │ │ ├── get_dpr_data.sh │ │ ├── get_semeval_data.sh │ │ ├── get_spr2_data.sh │ │ ├── get_ud_data.sh │ │ ├── ud_to_json.py │ │ └── utils.py │ ├── deterministic_split.py │ ├── edge_data_stats.py │ ├── edgeprobe_data_viewer.ipynb │ ├── edgeprobe_preds_sandbox.ipynb │ ├── edgeprobe_single_sentence_comparisons.ipynb │ ├── generate_elmo_hdf5_weights.py │ ├── get_and_process_all_data.sh │ ├── get_edge_data_labels.py │ ├── get_scalar_mix.py │ ├── h5py_utils.py │ ├── install_extra_deps.sh │ ├── jiant │ │ ├── BayesianLayers.py │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── allennlp_mods │ │ │ ├── __init__.py │ │ │ ├── correlation.py │ │ │ ├── elmo.py │ │ │ ├── elmo_text_field_embedder.py │ │ │ ├── multilabel_field.py │ │ │ └── numeric_field.py │ │ ├── config │ │ │ ├── ccg_bert.conf │ │ │ ├── copa_bert.conf │ │ │ ├── defaults.conf │ │ │ ├── demo.conf │ │ │ ├── edgeprobe │ │ │ │ ├── edgeprobe_bare.conf │ │ │ │ ├── edgeprobe_bert.conf │ │ │ │ ├── edgeprobe_cove.conf │ │ │ │ ├── edgeprobe_demo.conf │ │ │ │ ├── edgeprobe_existing.conf │ │ │ │ ├── edgeprobe_glove.conf │ │ │ │ ├── edgeprobe_openai.conf │ │ │ │ └── edgeprobe_train.conf │ │ │ ├── examples │ │ │ │ ├── copa_bert.conf │ │ │ │ └── stilts_example.conf │ │ │ ├── onlstm.conf │ │ │ ├── prpn.conf │ │ │ ├── seg_wix.conf │ │ │ ├── superglue_bert.conf │ │ │ └── superglue_bow.conf │ │ ├── evaluate.py │ │ ├── metrics │ │ │ └── winogender_metrics.py │ │ ├── models.py │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── attention.py │ │ │ ├── attn_pair_encoder.py │ │ │ ├── bilm_encoder.py │ │ │ ├── bow_sentence_encoder.py │ │ │ ├── edge_probing.py │ │ │ ├── elmo_character_encoder.py │ │ │ ├── masked_stacked_attn_layer.py │ │ │ ├── onlstm │ │ │ │ └── ON_LSTM.py │ │ │ ├── onlstm_phrase_layer.py │ │ │ ├── pair_classifier.py │ │ │ ├── prpn │ │ │ │ ├── LSTMCell.py │ │ │ │ ├── PRPN.py │ │ │ │ ├── ParsingNetwork.py │ │ │ │ ├── PredictNetwork.py │ │ │ │ ├── ReadingNetwork.py │ │ │ │ └── blocks.py │ │ │ ├── prpn_phrase_layer.py │ │ │ ├── sentence_encoder.py │ │ │ ├── seq2seq_decoder.py │ │ │ ├── simple_modules.py │ │ │ └── span_modules.py │ │ ├── preprocess.py │ │ ├── pytorch_transformers_interface │ │ │ ├── __init__.py │ │ │ └── modules.py │ │ ├── tasks │ │ │ ├── __init__.py │ │ │ ├── edge_probing.py │ │ │ ├── lm.py │ │ │ ├── lm_parsing.py │ │ │ ├── nli_probing.py │ │ │ ├── qa.py │ │ │ ├── registry.py │ │ │ ├── seq2seq.py │ │ │ └── tasks.py │ │ ├── trainer.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── config.py │ │ │ ├── data_loaders.py │ │ │ ├── emails.py │ │ │ ├── gcp.py │ │ │ ├── hocon_writer.py │ │ │ ├── locked_dropout.py │ │ │ ├── retokenize.py │ │ │ ├── serialize.py │ │ │ ├── tokenizers.py │ │ │ └── utils.py │ ├── merge_predictions.py │ ├── retokenize_bert.sh │ ├── retokenize_edge_data.py │ └── split_constituent_data.py ├── pyproject.toml ├── scripts │ ├── ccg │ │ ├── README │ │ ├── align_tags_to_bert.py │ │ ├── ccg.train │ │ ├── ccg_prepare.sh │ │ ├── ccg_proc.py │ │ ├── ccg_to_num.py │ │ ├── moses_aligner.py │ │ └── zipper.py │ ├── demo.sh │ ├── demo.with_docker.sh │ ├── dissent │ │ ├── README │ │ ├── dissent_corpus_maker.py │ │ └── dissent_postproc.py │ ├── download_glue_data.py │ ├── download_superglue_data.py │ ├── edgeprobing │ │ ├── analyze_project.sh │ │ ├── example_probe_existing.sh │ │ ├── exp_fns.sh │ │ └── kubernetes_run_all.sh │ ├── example_result.txt │ ├── example_run │ │ └── results.tsv │ ├── export_from_bash.sh │ ├── move_preds_files.sh │ ├── nyu_cilvr_cluster.sbatch │ ├── superglue-baselines.sh │ ├── update_config.py │ └── winograd │ │ └── preprocess_winograd.py ├── setup.py ├── tests │ ├── __init__.py │ ├── tasks │ │ ├── __init__.py │ │ └── test_tasks.py │ ├── test_build_trainer_params.py │ ├── test_ccg_allignment.py │ ├── test_checkpointing.py │ ├── test_logging_utils.py │ ├── test_models.py │ ├── test_preprocess.py │ ├── test_preprocess_winograd.py │ ├── test_pytorch_transformers_interface.py │ ├── test_restore_runs.py │ ├── test_retokenize.py │ ├── test_update_metrics.py │ ├── test_utils.py │ ├── test_winogender_metric.py │ └── test_write_preds.py ├── tutorials │ ├── adding_tasks.md │ └── setup_tutorial.md └── user_config_template.sh └── resources ├── probe_main_orange-min.png ├── 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