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Natural Language Inference on ChaosNLI (test)

50.5Top-1 AccuracyModel C (vote-proportion target)
41.76444.03246.348.568Apr 2, 2026

Evaluation results

MethodLinks
Model C (vote-proportion target)Train section=train_full, Val section=val_full, Learning Rate=0.0052026.0450.5——
Model C (vote-proportion target)Train section=train_S_easy, Val section=val_full, Learning Rate=0.22026.0450.3——
Model A (projection target)Train section=train_full, Val section=val_full, Learning Rate=0.0072026.04500.0040.005
Model A (projection target)Train section=train_full, Val section=val_S_easy, Learning Rate=0.032026.04500.0020.005
Model B (antipignistic target)Train section=train_full, Val section=val_S_easy, Learning Rate=0.0072026.0449.9——
Model A (projection target)Train section=train_S_easy, Val section=val_full, Learning Rate=0.0052026.0449.90.0130.004
Model B (antipignistic target)Train section=train_full, Val section=val_full, Learning Rate=0.0072026.0449.6——
Model C (vote-proportion target)Train section=train_full, Val section=val_S_easy, Learning Rate=0.082026.0449.5——
Model A (projection target)Train section=train_S_easy, Val section=val_S_easy, Learning Rate=0.22026.0449.30.0040.006
Model B (antipignistic target)Train section=train_S_easy, Val section=val_S_easy, Learning Rate=0.092026.0448.9——
Model C (vote-proportion target)Train section=train_S_easy, Val section=val_S_easy, Learning Rate=0.32026.0448.6——
Model B (antipignistic target)Train section=train_S_easy, Val section=val_full, Learning Rate=0.12026.0448.5——
Model A (projection target)Train section=train_S_easy, Val section=val_S_amb, Learning Rate=0.082026.0448.30.0370.006
Model C (vote-proportion target)Train section=train_S_easy, Val section=val_S_amb, Learning Rate=0.32026.0447.7——
Model A (projection target)Train section=train_S_amb, Val section=val_S_amb, Learning Rate=0.0092026.0446.80.0470.036
Model A (projection target)Train section=train_S_amb, Val section=val_full, Learning Rate=0.0092026.0446.70.0170.006
Model A (projection target)Train section=train_S_amb, Val section=val_S_easy, Learning Rate=0.012026.0446.50.0150.012
Model C (vote-proportion target)Train section=train_S_amb, Val section=val_full, Learning Rate=0.0032026.0446.1——
Model C (vote-proportion target)Train section=train_full, Val section=val_S_amb, Learning Rate=0.00012026.0445.6——
Model C (vote-proportion target)Train section=train_S_amb, Val section=val_S_easy, Learning Rate=0.52026.0445.4——
Model B (antipignistic target)Train section=train_S_amb, Val section=val_full, Learning Rate=0.62026.0445——
Model B (antipignistic target)Train section=train_S_amb, Val section=val_S_easy, Learning Rate=0.82026.0445——
Model A (projection target)Train section=train_full, Val section=val_S_amb, Learning Rate=0.52026.0444.90.0020.007
Model B (antipignistic target)Train section=train_full, Val section=val_S_amb, Learning Rate=0.62026.0444.7——
Model B (antipignistic target)Train section=train_S_easy, Val section=val_S_amb, Learning Rate=0.72026.0444.7——
Model C (vote-proportion target)Train section=train_S_amb, Val section=val_S_amb, Learning Rate=0.72026.0443.2——
Model B (antipignistic target)Train section=train_S_amb, Val section=val_S_amb, Learning Rate=0.72026.0442.1——