Deep Structured Neural Network for Event Temporal Relation Extraction
Table 4: Model Performance Breakdown for MATRES. Again, we exclude VAGUE pairs in Micro-average score. * indicates global model outperforms local model with p-value <0.05 per McNemar’s test.
['[EMPTY]', '[BOLD] Local Model  [BOLD] P', '[BOLD] Local Model  [BOLD] R', '[BOLD] Local Model  [BOLD] F1', '[BOLD] Global Model  [BOLD] P', '[BOLD] Global Model  [BOLD] R', '[BOLD] Global Model  [BOLD] F1']
Similar to TCR, both our local and structured models outperform this baseline and the global model is able to improve overall model performance by 1.4%; per McNemar’s test, this improvement is statistically significant (with p-value <0.05).