uploaded: LIR distribution with encoded pair labels (pdf)

uploaded: LIR distribution with encoded pair labels (png)

uploaded: LIR heatmap with encoded pair labels (pdf)

uploaded: LIR heatmap with encoded pair labels (png)

uploaded: IAS heatmap with encoded pair labels (pdf)

uploaded: IAS heatmap with encoded pair labels (png)

upload: ablation_results_multimodel.csv to ablation_multimodel/ablation_results.csv

upload: lomoo_breakdown_multimodel.csv to breakdown_multimodel/lomoo_breakdown.csv

upload: lomo_breakdown_multimodel.csv to breakdown_multimodel/lomo_breakdown.csv

upload: lodo_breakdown_multimodel.csv to breakdown_multimodel/lodo_breakdown.csv

upload: spearman_model_multimodel.csv to correlation_multimodel/spearman_model.csv

upload: spearman_pair_multimodel.csv to correlation_multimodel/spearman_pair.csv

upload: spearman_method_multimodel.csv to correlation_multimodel/spearman_method.csv

upload: spearman_dataset_multimodel.csv to correlation_multimodel/spearman_dataset.csv

upload: spearman_global_multimodel.csv to correlation_multimodel/spearman_global.csv

upload: full_results_multimodel.csv to analysis_multimodel/full_results.csv

upload: pair_amplification_summary_multimodel.csv to analysis_multimodel/pair_amplification_summary.csv

upload: analysis_df_with_lir_multimodel.csv to analysis_multimodel/analysis_df_with_lir.csv

upload: feature_importance_multimodel.csv to analysis_multimodel/feature_importance.csv

upload: ml_model_summary_multimodel.csv to analysis_multimodel/ml_model_summary.csv

uploaded: Figure: panel_8_lomoo_encoder.png

uploaded: Figure: panel_8_lomoo_encoder.pdf

uploaded: Figure: panel_7_feature_importance.png

uploaded: Figure: panel_7_feature_importance.pdf

uploaded: Figure: panel_6_lir_distribution.png

uploaded: Figure: panel_6_lir_distribution.pdf

uploaded: Figure: panel_5_predicted_vs_actual.png

uploaded: Figure: panel_5_predicted_vs_actual.pdf

uploaded: Figure: panel_4_additivity_scatter.png

uploaded: Figure: panel_4_additivity_scatter.pdf

uploaded: Figure: panel_3_lir_heatmap.png

uploaded: Figure: panel_3_lir_heatmap.pdf

uploaded: Figure: panel_2_ias_heatmap.png

uploaded: Figure: panel_2_ias_heatmap.pdf

uploaded: Figure: panel_1_model_r2_6models.png

uploaded: Figure: panel_1_model_r2_6models.pdf

uploaded: Full reproducibility metadata for multi-model experiment

Upload 14 result CSVs — multimodel bias analysis (384 obs, 16 encoders)

Analysis DataFrame with multi-model scores, IAS, sign consistency

uploaded: Experiment metadata and configuration

uploaded: Combined master JSON for session recovery

uploaded: Combined master file: all methods × models × datasets × identities

uploaded: MLM scores for IndicBERT-v2

uploaded: MLM scores for XLM-R-large

uploaded: MLM scores for ModernBERT

uploaded: MLM scores for MuRIL

uploaded: MLM scores for mBERT

uploaded: Raw MLM scores for all models × datasets × identities

uploaded: CEAT scores for IndicBERT-v2

uploaded: CEAT scores for XLM-R-large