Download metadata/results/requested_comparison/table_data.json from ldmberman/pse-tae-experiments: direct link, hf CLI and curl.
- Browser
- Download file 13.8 kB
-
https://huggingface.co/ldmberman/pse-tae-experiments/resolve/main/metadata/results/requested_comparison/table_data.json
- Command line
-
hf download hf://ldmberman/pse-tae-experiments/metadata/results/requested_comparison/table_data.json
-
curl -L -o table_data.json https://huggingface.co/ldmberman/pse-tae-experiments/resolve/main/metadata/results/requested_comparison/table_data.json
13.8 kB
| [ | |
| { | |
| "title": "Fold 1 \u2014 38,283 held-out parcels", | |
| "groups": [ | |
| [ | |
| "", | |
| [ | |
| { | |
| "label": "Validation-selected ensemble (9 members)", | |
| "values": [ | |
| 54.93308503001464, | |
| 95.02912519917457, | |
| 61.207594983632276 | |
| ], | |
| "source": "results/ensemble_library/Fold_1/report.json" | |
| }, | |
| { | |
| "label": "Eight-model control: six + baseline checkpoints 27 / 78", | |
| "values": [ | |
| 54.15609283788674, | |
| 94.96643418749838, | |
| 59.63298862355673 | |
| ], | |
| "source": "results/ensemble_library/Fold_1/report.json" | |
| }, | |
| { | |
| "label": "Six-model ensemble: previous five + CNN \u2192 group TAE", | |
| "values": [ | |
| 54.235271797228854, | |
| 94.97165843847138, | |
| 60.06296844653283 | |
| ], | |
| "source": "results/requested_comparison/six_model_ensemble/report.json" | |
| }, | |
| { | |
| "label": "Five-model ensemble: four neural models + XGBoost", | |
| "values": [ | |
| 53.72404814348768, | |
| 94.88023404644359, | |
| 59.57984810873117 | |
| ], | |
| "source": "results/requested_comparison/xgboost_ensemble/report.json" | |
| }, | |
| { | |
| "label": "Four-model ensemble: baseline + capacity + groups + dropout", | |
| "values": [ | |
| 52.61947706839384, | |
| 94.79664603087532, | |
| 58.0201965919677 | |
| ], | |
| "source": "results/requested_comparison/Fold_1/report.json" | |
| }, | |
| { | |
| "label": "Three-model ensemble: baseline + capacity + groups", | |
| "values": [ | |
| 52.2793345220272, | |
| 94.7574641485777, | |
| 57.79896008395639 | |
| ], | |
| "source": "results/requested_comparison/Fold_1/report.json" | |
| }, | |
| { | |
| "label": "XGBoost: frozen embeddings + spectral summaries", | |
| "values": [ | |
| 52.2254181167317, | |
| 93.5062560405402, | |
| 61.61889361802421 | |
| ], | |
| "source": "results/multiclass_probes/Fold_1/results.json" | |
| }, | |
| { | |
| "label": "Date-dropout fine-tuning", | |
| "values": [ | |
| 51.67126199738541, | |
| 94.4152757098451, | |
| 58.78236262519556 | |
| ], | |
| "source": "results/requested_comparison/Fold_1/report.json" | |
| }, | |
| { | |
| "label": "Baseline checkpoint ensemble (epochs 27 / 38 / 78)", | |
| "values": [ | |
| 51.60732823966951, | |
| 94.67387613300943, | |
| 57.47223618501322 | |
| ], | |
| "source": "results/requested_comparison/Fold_1/report.json" | |
| }, | |
| { | |
| "label": "Original PSE+TAE baseline (cached evaluation)", | |
| "values": [ | |
| 51.31040863685266, | |
| 94.23765117676253, | |
| 58.35255834670093 | |
| ], | |
| "source": "results/requested_comparison/Fold_1/report.json" | |
| }, | |
| { | |
| "label": "CNN \u2192 group TAE correction (snapshot epoch 4)", | |
| "values": [ | |
| 51.65454151863263, | |
| 94.37086957657445, | |
| 58.66253159399146 | |
| ], | |
| "source": "results/requested_comparison/six_model_ensemble/report.json" | |
| }, | |
| { | |
| "label": "Baseline-size PSE+TAE distilled from scratch (epoch 86)", | |
| "values": [ | |
| 53.35062972779878, | |
| 94.66081550557689, | |
| 60.69560342779622 | |
| ], | |
| "source": "results/distillation/Fold_1/report.json" | |
| }, | |
| { | |
| "label": "Matched baseline-size CE-only control (epoch 80)", | |
| "values": [ | |
| 51.67979313433331, | |
| 94.43356058825067, | |
| 58.466877634443435 | |
| ], | |
| "source": "results/distillation/Fold_1/report.json" | |
| } | |
| ] | |
| ], | |
| [ | |
| "Earlier variants \u2014 no established improvement", | |
| [ | |
| { | |
| "label": "CNN spatial correction", | |
| "values": [ | |
| 51.279162452007895, | |
| 94.33952407073636, | |
| 58.411938090161286 | |
| ], | |
| "source": "results/requested_comparison/Fold_1/report.json" | |
| }, | |
| { | |
| "label": "Patch baseline, validation-best epoch 80", | |
| "values": [ | |
| 49.93888753785837, | |
| 94.17234803959983, | |
| 57.56955796452944 | |
| ], | |
| "source": "results/requested_comparison/Fold_1/report.json" | |
| }, | |
| { | |
| "label": "Patch baseline, ensemble checkpoint 38", | |
| "values": [ | |
| 50.48081293679929, | |
| 94.37870595303399, | |
| 56.721247944936536 | |
| ], | |
| "source": "results/requested_comparison/Fold_1/report.json" | |
| }, | |
| { | |
| "label": "Group trajectories (epoch 38 ensemble snapshot)", | |
| "values": [ | |
| 49.437840416342176, | |
| 93.98166287908471, | |
| 56.53221654694958 | |
| ], | |
| "source": "results/complementarity/snapshot_20261018_1605/test_evaluation/report.json", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Capacity control (epoch 67 ensemble snapshot)", | |
| "values": [ | |
| 50.160251455192686, | |
| 94.1044327769506, | |
| 58.00589302861668 | |
| ], | |
| "source": "results/complementarity/snapshot_20261018_1605/test_evaluation/report.json", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Embedding moments (mean / std / skew / kurtosis)", | |
| "values": [ | |
| 46.15944847885274, | |
| 93.9790507535982, | |
| 51.16271573930846 | |
| ], | |
| "source": "results/moments/Fold_1/conf_mat.pkl", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Frozen encoder + date kurtosis", | |
| "values": [ | |
| 51.468444652295965, | |
| 94.30556643941175, | |
| 59.405290343896496 | |
| ], | |
| "source": "results/date_kurtosis/Fold_1/conf_mat.pkl", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Scaled embedding kurtosis, gradients on", | |
| "values": [ | |
| 47.98, | |
| 94.17, | |
| null | |
| ], | |
| "source": "notes.md", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Parcel mean / std in the pixel encoder", | |
| "values": [ | |
| 50.11, | |
| null, | |
| null | |
| ], | |
| "source": "notes.md", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Parcel mean / std / kurtosis in the pixel encoder", | |
| "values": [ | |
| 50.05, | |
| null, | |
| null | |
| ], | |
| "source": "notes.md", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Inverse-square-root class-weighted loss", | |
| "values": [ | |
| 49.07, | |
| 92.14, | |
| null | |
| ], | |
| "source": "notes.md", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Small per-pixel temporal attention, from scratch", | |
| "values": [ | |
| 48.10858560576429, | |
| 93.73351095786641, | |
| 55.818663310797625 | |
| ], | |
| "source": "results/pixel_temporal_scratch/Fold_1/report.json", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Small temporal + spatial attention, from scratch", | |
| "values": [ | |
| 49.200045423941965, | |
| 94.02868113784186, | |
| 55.018680447837966 | |
| ], | |
| "source": "results/pixel_temporal_scratch/Fold_1/report.json", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Full-width embedding-only correction", | |
| "values": [ | |
| 51.56003908043143, | |
| 94.34474832170937, | |
| 58.974577977199935 | |
| ], | |
| "source": "results/grouped_corrections/Fold_1/report.json", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Full-width group temporal correction", | |
| "values": [ | |
| 51.244643853192585, | |
| 94.23765117676253, | |
| 58.4145327419458 | |
| ], | |
| "source": "results/grouped_corrections/Fold_1/report.json", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Full-width group + spatial attention correction", | |
| "values": [ | |
| 51.46421578108142, | |
| 94.36303320011493, | |
| 58.366341094545234 | |
| ], | |
| "source": "results/grouped_corrections/Fold_1/report.json", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Per-pixel temporal-distribution correction", | |
| "values": [ | |
| 51.14892057151782, | |
| 94.3525846981689, | |
| 57.665216576517174 | |
| ], | |
| "source": "results/frozen_corrections/Fold_1/results.json", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Small patch-pixel temporal correction", | |
| "values": [ | |
| 51.779382450863565, | |
| 94.38915445498002, | |
| 58.71511913744347 | |
| ], | |
| "source": "results/frozen_corrections/Fold_1/results.json", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Small temporal + spatial correction, no coordinates", | |
| "values": [ | |
| 51.79733905260681, | |
| 94.39960295692606, | |
| 58.70125937430109 | |
| ], | |
| "source": "results/frozen_corrections/Fold_1/results.json", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Small temporal + spatial correction, with coordinates", | |
| "values": [ | |
| 51.69318989046536, | |
| 94.35780894914191, | |
| 58.58341478211055 | |
| ], | |
| "source": "results/frozen_corrections/Fold_1/results.json", | |
| "group": "earlier" | |
| }, | |
| { | |
| "label": "Small replacement classifier (best new variant by validation)", | |
| "values": [ | |
| 50.72609030301305, | |
| 93.99994775749026, | |
| 59.075365749764764 | |
| ], | |
| "source": "results/frozen_trajectories/Fold_1/results.json", | |
| "group": "earlier" | |
| } | |
| ] | |
| ] | |
| ], | |
| "caption": [ | |
| "All values are percentages. One fold and one seed; these comparisons are exploratory.", | |
| "Earlier variants include ties and inconclusive gains. Missing values are unmeasured, not zero.", | |
| "Library additions and mixture weights are chosen on validation; test scores do not select the ensemble." | |
| ] | |
| }, | |
| { | |
| "title": "Five-fold results \u2014 mean and sample standard deviation", | |
| "groups": [ | |
| [ | |
| "", | |
| [ | |
| { | |
| "label": "PSE+TAE reproduction", | |
| "values": [ | |
| 50.96253822685437, | |
| 94.22293256405372, | |
| 58.504182483372226 | |
| ], | |
| "sd": [ | |
| 0.6019289857741531, | |
| 0.09171186030656048, | |
| 0.9397230573626493 | |
| ], | |
| "source": "results/requested_comparison/baseline_five_folds.json" | |
| } | |
| ] | |
| ], | |
| [ | |
| "Earlier alternatives", | |
| [ | |
| { | |
| "label": "L-TAE reproduction", | |
| "values": [ | |
| 50.67, | |
| 94.33, | |
| null | |
| ], | |
| "sd": [ | |
| 0.95, | |
| 0.04, | |
| null | |
| ], | |
| "source": "notes.md" | |
| }, | |
| { | |
| "label": "RoPE", | |
| "values": [ | |
| 50.1261056275956, | |
| 94.20308047859001, | |
| 57.772785466570326 | |
| ], | |
| "sd": [ | |
| 0.42281397969611906, | |
| 0.10411895189135764, | |
| 0.5186037310544795 | |
| ], | |
| "source": "results/rope/Fold_*/conf_mat.pkl" | |
| }, | |
| { | |
| "label": "Scaled kurtosis, stopped gradient", | |
| "values": [ | |
| 50.79, | |
| 94.17, | |
| null | |
| ], | |
| "sd": [ | |
| 0.75, | |
| 0.21, | |
| null | |
| ], | |
| "source": "notes.md" | |
| }, | |
| { | |
| "label": "XGBoost on band mean / std", | |
| "values": [ | |
| 42.16, | |
| 93.27, | |
| null | |
| ], | |
| "sd": [ | |
| 0.41, | |
| 0.1, | |
| null | |
| ], | |
| "source": "notes.md" | |
| }, | |
| { | |
| "label": "XGBoost on band mean / std + kurtosis", | |
| "values": [ | |
| 41.47, | |
| null, | |
| null | |
| ], | |
| "sd": [ | |
| null, | |
| null, | |
| null | |
| ], | |
| "source": "notes.md" | |
| } | |
| ] | |
| ] | |
| ], | |
| "caption": [ | |
| "Standard deviations are shown in smaller type; they are not confidence intervals.", | |
| "Training sets overlap across folds. Do not compare these means as if they were fold-1 results.", | |
| "Distillation has one completed test fold only; the further-fold queue is paused." | |
| ] | |
| } | |
| ] |