OE_Lemmatiser_Retrained / RESULTS.json
jamartina's picture
Upload 10 files
a5ce422 verified
Raw History Blame Contribute Delete
120 kB
{
"final_results": {
"baseline_published": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/baseline_project/experiments/checkpoints/improved_v2/best_model.pt",
"universe": "original",
"dev": {
"n": 10506,
"greedy": {
"lemma": 68.68,
"lemma_notation_insensitive": 72.99,
"pos": 82.12
},
"beam10": {
"lemma": 69.06,
"lemma_notation_insensitive": 73.46,
"pos": 82.12
},
"oracle_in_beam10": 93.3,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 62.67
},
"VERB": {
"n": 3128,
"acc": 73.95
},
"ADJ": {
"n": 1561,
"acc": 65.02
},
"PROPN": {
"n": 1369,
"acc": 77.87
},
"X": {
"n": 418,
"acc": 86.36
},
"ADV": {
"n": 331,
"acc": 50.76
},
"DET": {
"n": 122,
"acc": 57.38
},
"NUM": {
"n": 97,
"acc": 61.86
},
"ADP": {
"n": 78,
"acc": 51.28
},
"PRON": {
"n": 64,
"acc": 54.69
}
},
"seen_form": {
"n": 2149,
"acc": 37.88
},
"unseen_form": {
"n": 8357,
"acc": 76.59
},
"gold_consistent": {
"n": 170,
"acc": 95.29
},
"gold_ambiguous": {
"n": 125,
"acc": 69.6
},
"gold_conflicting": {
"n": 1854,
"acc": 30.47
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 67.58,
"lemma_notation_insensitive": 72.13,
"pos": 82.75
},
"beam10": {
"lemma": 68.21,
"lemma_notation_insensitive": 72.76,
"pos": 82.75
},
"oracle_in_beam10": 92.98,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 61.11
},
"VERB": {
"n": 3126,
"acc": 71.94
},
"ADJ": {
"n": 1559,
"acc": 62.92
},
"PROPN": {
"n": 1395,
"acc": 78.49
},
"X": {
"n": 463,
"acc": 85.53
},
"ADV": {
"n": 356,
"acc": 52.25
},
"DET": {
"n": 136,
"acc": 59.56
},
"PRON": {
"n": 76,
"acc": 51.32
},
"NUM": {
"n": 73,
"acc": 71.23
},
"ADP": {
"n": 71,
"acc": 50.7
}
},
"seen_form": {
"n": 2140,
"acc": 36.73
},
"unseen_form": {
"n": 8367,
"acc": 75.48
},
"gold_consistent": {
"n": 171,
"acc": 97.66
},
"gold_ambiguous": {
"n": 145,
"acc": 64.14
},
"gold_conflicting": {
"n": 1824,
"acc": 28.84
}
}
}
},
"C0_replication": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C0_replication/best_model.pt",
"universe": "original",
"training_summary": {
"name": "C0_replication",
"aug": "synthetic",
"aug_prob": 0.2,
"extra_train": {},
"universe": "original",
"corpus_rows": 84050,
"total_train_rows": 84050,
"epochs": 80,
"batch_size": 72,
"lr": 0.00015,
"label_smoothing": 0.15,
"pos_weight": 0.2,
"dropout": 0.15,
"cycles": 4,
"patience": 20,
"seed": 42,
"pretrained_encoder": true,
"steps_per_epoch": 1168,
"total_steps": 93440,
"parameters": 26437278,
"device": "mps",
"started": "2026-08-25T13:21:00",
"best_dev_lemma": 0.6872263468494194,
"best_epoch": 75,
"epochs_run": 80,
"wall_seconds": 20520.1,
"finished": "2026-08-25T19:03:00"
},
"dev": {
"n": 10506,
"greedy": {
"lemma": 68.72,
"lemma_notation_insensitive": 73.07,
"pos": 82.38
},
"beam10": {
"lemma": 69.12,
"lemma_notation_insensitive": 73.58,
"pos": 82.38
},
"oracle_in_beam10": 93.19,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 62.73
},
"VERB": {
"n": 3128,
"acc": 73.95
},
"ADJ": {
"n": 1561,
"acc": 66.11
},
"PROPN": {
"n": 1369,
"acc": 77.57
},
"X": {
"n": 418,
"acc": 85.17
},
"ADV": {
"n": 331,
"acc": 48.04
},
"DET": {
"n": 122,
"acc": 59.84
},
"NUM": {
"n": 97,
"acc": 61.86
},
"ADP": {
"n": 78,
"acc": 51.28
},
"PRON": {
"n": 64,
"acc": 59.38
}
},
"seen_form": {
"n": 2149,
"acc": 38.3
},
"unseen_form": {
"n": 8357,
"acc": 76.55
},
"gold_consistent": {
"n": 170,
"acc": 95.88
},
"gold_ambiguous": {
"n": 125,
"acc": 68.0
},
"gold_conflicting": {
"n": 1854,
"acc": 31.01
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 67.41,
"lemma_notation_insensitive": 72.16,
"pos": 82.86
},
"beam10": {
"lemma": 68.08,
"lemma_notation_insensitive": 72.88,
"pos": 82.86
},
"oracle_in_beam10": 93.39,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 59.81
},
"VERB": {
"n": 3126,
"acc": 71.91
},
"ADJ": {
"n": 1559,
"acc": 64.34
},
"PROPN": {
"n": 1395,
"acc": 78.71
},
"X": {
"n": 463,
"acc": 85.75
},
"ADV": {
"n": 356,
"acc": 51.12
},
"DET": {
"n": 136,
"acc": 60.29
},
"PRON": {
"n": 76,
"acc": 50.0
},
"NUM": {
"n": 73,
"acc": 72.6
},
"ADP": {
"n": 71,
"acc": 53.52
}
},
"seen_form": {
"n": 2140,
"acc": 36.5
},
"unseen_form": {
"n": 8367,
"acc": 75.32
},
"gold_consistent": {
"n": 171,
"acc": 99.42
},
"gold_ambiguous": {
"n": 145,
"acc": 66.21
},
"gold_conflicting": {
"n": 1824,
"acc": 28.23
}
}
}
},
"C1_variant": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C1_variant/best_model.pt",
"universe": "original",
"training_summary": {
"name": "C1_variant",
"aug": "attested",
"aug_prob": 0.2,
"extra_train": {},
"universe": "original",
"corpus_rows": 84050,
"total_train_rows": 84050,
"epochs": 80,
"batch_size": 72,
"lr": 0.00015,
"label_smoothing": 0.15,
"pos_weight": 0.2,
"dropout": 0.15,
"cycles": 4,
"patience": 20,
"seed": 42,
"pretrained_encoder": true,
"steps_per_epoch": 1168,
"total_steps": 93440,
"parameters": 26437278,
"device": "mps",
"started": "2026-08-25T13:21:24",
"best_dev_lemma": 0.687797449076718,
"best_epoch": 78,
"epochs_run": 80,
"wall_seconds": 20553.6,
"finished": "2026-08-25T19:03:58",
"augmenter_stats": {
"attested_substitutions": 795715,
"synthetic_fallbacks": 548603
}
},
"dev": {
"n": 10506,
"greedy": {
"lemma": 68.78,
"lemma_notation_insensitive": 73.28,
"pos": 82.53
},
"beam10": {
"lemma": 69.08,
"lemma_notation_insensitive": 73.58,
"pos": 82.53
},
"oracle_in_beam10": 93.27,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 62.82
},
"VERB": {
"n": 3128,
"acc": 73.63
},
"ADJ": {
"n": 1561,
"acc": 65.53
},
"PROPN": {
"n": 1369,
"acc": 77.65
},
"X": {
"n": 418,
"acc": 87.56
},
"ADV": {
"n": 331,
"acc": 51.36
},
"DET": {
"n": 122,
"acc": 59.84
},
"NUM": {
"n": 97,
"acc": 61.86
},
"ADP": {
"n": 78,
"acc": 48.72
},
"PRON": {
"n": 64,
"acc": 60.94
}
},
"seen_form": {
"n": 2149,
"acc": 37.46
},
"unseen_form": {
"n": 8357,
"acc": 76.83
},
"gold_consistent": {
"n": 170,
"acc": 95.29
},
"gold_ambiguous": {
"n": 125,
"acc": 68.8
},
"gold_conflicting": {
"n": 1854,
"acc": 30.04
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 68.08,
"lemma_notation_insensitive": 72.78,
"pos": 82.68
},
"beam10": {
"lemma": 68.18,
"lemma_notation_insensitive": 72.97,
"pos": 82.68
},
"oracle_in_beam10": 93.26,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 61.52
},
"VERB": {
"n": 3126,
"acc": 72.26
},
"ADJ": {
"n": 1559,
"acc": 64.21
},
"PROPN": {
"n": 1395,
"acc": 78.35
},
"X": {
"n": 463,
"acc": 87.04
},
"ADV": {
"n": 356,
"acc": 51.69
},
"DET": {
"n": 136,
"acc": 63.97
},
"PRON": {
"n": 76,
"acc": 47.37
},
"NUM": {
"n": 73,
"acc": 69.86
},
"ADP": {
"n": 71,
"acc": 56.34
}
},
"seen_form": {
"n": 2140,
"acc": 36.4
},
"unseen_form": {
"n": 8367,
"acc": 76.18
},
"gold_consistent": {
"n": 171,
"acc": 99.42
},
"gold_ambiguous": {
"n": 145,
"acc": 64.83
},
"gold_conflicting": {
"n": 1824,
"acc": 28.23
}
}
}
},
"C2_lexicon": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C2_lexicon/best_model.pt",
"universe": "original",
"training_summary": {
"name": "C2_lexicon",
"aug": "synthetic",
"aug_prob": 0.2,
"extra_train": {
"lexicon_safe.tsv": 122076
},
"universe": "original",
"corpus_rows": 84050,
"total_train_rows": 206126,
"epochs": 80,
"batch_size": 72,
"lr": 0.00015,
"label_smoothing": 0.15,
"pos_weight": 0.2,
"dropout": 0.15,
"cycles": 4,
"patience": 20,
"seed": 42,
"pretrained_encoder": true,
"steps_per_epoch": 2863,
"total_steps": 229040,
"parameters": 26437278,
"device": "mps",
"started": "2026-08-25T19:03:10",
"best_dev_lemma": 0.4799162383399962,
"best_epoch": 24,
"epochs_run": 44,
"wall_seconds": 23287.0,
"finished": "2026-08-26T01:31:17"
},
"dev": {
"n": 10506,
"greedy": {
"lemma": 47.99,
"lemma_notation_insensitive": 61.19,
"pos": 78.78
},
"beam10": {
"lemma": 48.72,
"lemma_notation_insensitive": 61.85,
"pos": 78.78
},
"oracle_in_beam10": 90.75,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 44.84
},
"VERB": {
"n": 3128,
"acc": 45.33
},
"ADJ": {
"n": 1561,
"acc": 42.66
},
"PROPN": {
"n": 1369,
"acc": 63.92
},
"X": {
"n": 418,
"acc": 77.75
},
"ADV": {
"n": 331,
"acc": 38.37
},
"DET": {
"n": 122,
"acc": 47.54
},
"NUM": {
"n": 97,
"acc": 29.9
},
"ADP": {
"n": 78,
"acc": 33.33
},
"PRON": {
"n": 64,
"acc": 34.38
}
},
"seen_form": {
"n": 2149,
"acc": 32.11
},
"unseen_form": {
"n": 8357,
"acc": 52.08
},
"gold_consistent": {
"n": 170,
"acc": 71.18
},
"gold_ambiguous": {
"n": 125,
"acc": 40.8
},
"gold_conflicting": {
"n": 1854,
"acc": 27.94
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 47.55,
"lemma_notation_insensitive": 60.25,
"pos": 78.92
},
"beam10": {
"lemma": 48.42,
"lemma_notation_insensitive": 60.95,
"pos": 78.92
},
"oracle_in_beam10": 90.61,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 45.39
},
"VERB": {
"n": 3126,
"acc": 42.87
},
"ADJ": {
"n": 1559,
"acc": 43.94
},
"PROPN": {
"n": 1395,
"acc": 63.23
},
"X": {
"n": 463,
"acc": 79.05
},
"ADV": {
"n": 356,
"acc": 31.46
},
"DET": {
"n": 136,
"acc": 47.79
},
"PRON": {
"n": 76,
"acc": 30.26
},
"NUM": {
"n": 73,
"acc": 28.77
},
"ADP": {
"n": 71,
"acc": 38.03
}
},
"seen_form": {
"n": 2140,
"acc": 32.2
},
"unseen_form": {
"n": 8367,
"acc": 51.48
},
"gold_consistent": {
"n": 171,
"acc": 76.02
},
"gold_ambiguous": {
"n": 145,
"acc": 45.52
},
"gold_conflicting": {
"n": 1824,
"acc": 27.03
}
}
}
},
"C4_nomacron": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C4_nomacron/best_model.pt",
"universe": "nomacron",
"training_summary": {
"name": "C4_nomacron",
"aug": "synthetic",
"aug_prob": 0.2,
"extra_train": {},
"universe": "nomacron",
"corpus_rows": 84050,
"total_train_rows": 84050,
"epochs": 80,
"batch_size": 72,
"lr": 0.00015,
"label_smoothing": 0.15,
"pos_weight": 0.2,
"dropout": 0.15,
"cycles": 4,
"patience": 20,
"seed": 42,
"pretrained_encoder": true,
"steps_per_epoch": 1168,
"total_steps": 93440,
"parameters": 26437278,
"device": "mps",
"started": "2026-08-25T19:04:00",
"best_dev_lemma": 0.7271083190557777,
"best_epoch": 80,
"epochs_run": 80,
"wall_seconds": 19213.2,
"finished": "2026-08-26T00:24:13"
},
"dev": {
"n": 10506,
"greedy": {
"lemma": 72.71,
"lemma_notation_insensitive": 73.34,
"pos": 82.68
},
"beam10": {
"lemma": 73.19,
"lemma_notation_insensitive": 73.8,
"pos": 82.68
},
"oracle_in_beam10": 94.2,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 67.98
},
"VERB": {
"n": 3128,
"acc": 78.48
},
"ADJ": {
"n": 1561,
"acc": 69.31
},
"PROPN": {
"n": 1369,
"acc": 78.74
},
"X": {
"n": 418,
"acc": 86.36
},
"ADV": {
"n": 331,
"acc": 56.8
},
"DET": {
"n": 122,
"acc": 61.48
},
"NUM": {
"n": 97,
"acc": 61.86
},
"ADP": {
"n": 78,
"acc": 52.56
},
"PRON": {
"n": 64,
"acc": 57.81
}
},
"seen_form": {
"n": 2149,
"acc": 47.93
},
"unseen_form": {
"n": 8357,
"acc": 79.08
},
"gold_consistent": {
"n": 471,
"acc": 97.66
},
"gold_ambiguous": {
"n": 180,
"acc": 69.44
},
"gold_conflicting": {
"n": 1498,
"acc": 29.71
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 71.77,
"lemma_notation_insensitive": 72.46,
"pos": 82.9
},
"beam10": {
"lemma": 72.22,
"lemma_notation_insensitive": 72.91,
"pos": 82.9
},
"oracle_in_beam10": 93.9,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 66.97
},
"VERB": {
"n": 3126,
"acc": 77.19
},
"ADJ": {
"n": 1559,
"acc": 66.97
},
"PROPN": {
"n": 1395,
"acc": 78.71
},
"X": {
"n": 463,
"acc": 84.02
},
"ADV": {
"n": 356,
"acc": 54.78
},
"DET": {
"n": 136,
"acc": 64.71
},
"PRON": {
"n": 76,
"acc": 59.21
},
"NUM": {
"n": 73,
"acc": 75.34
},
"ADP": {
"n": 71,
"acc": 54.93
}
},
"seen_form": {
"n": 2140,
"acc": 48.13
},
"unseen_form": {
"n": 8367,
"acc": 77.82
},
"gold_consistent": {
"n": 502,
"acc": 99.0
},
"gold_ambiguous": {
"n": 196,
"acc": 66.84
},
"gold_conflicting": {
"n": 1442,
"acc": 27.88
}
}
}
},
"C5_normalised": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C5_normalised/best_model.pt",
"universe": "normalised",
"training_summary": {
"name": "C5_normalised",
"aug": "synthetic",
"aug_prob": 0.2,
"extra_train": {},
"universe": "normalised",
"corpus_rows": 84050,
"total_train_rows": 84050,
"epochs": 80,
"batch_size": 72,
"lr": 0.00015,
"label_smoothing": 0.15,
"pos_weight": 0.2,
"dropout": 0.15,
"cycles": 4,
"patience": 20,
"seed": 42,
"pretrained_encoder": true,
"steps_per_epoch": 1168,
"total_steps": 93440,
"parameters": 26437278,
"device": "mps",
"started": "2026-08-26T00:25:12",
"best_dev_lemma": 0.7424328954882924,
"best_epoch": 80,
"epochs_run": 80,
"wall_seconds": 13185.7,
"finished": "2026-08-26T04:04:57"
},
"dev": {
"n": 10506,
"greedy": {
"lemma": 74.24,
"lemma_notation_insensitive": 74.24,
"pos": 82.72
},
"beam10": {
"lemma": 74.96,
"lemma_notation_insensitive": 74.96,
"pos": 82.72
},
"oracle_in_beam10": 94.48,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 69.61
},
"VERB": {
"n": 3128,
"acc": 79.41
},
"ADJ": {
"n": 1561,
"acc": 71.56
},
"PROPN": {
"n": 1369,
"acc": 81.67
},
"X": {
"n": 418,
"acc": 86.6
},
"ADV": {
"n": 331,
"acc": 56.5
},
"DET": {
"n": 122,
"acc": 58.2
},
"NUM": {
"n": 97,
"acc": 67.01
},
"ADP": {
"n": 78,
"acc": 50.0
},
"PRON": {
"n": 64,
"acc": 60.94
}
},
"seen_form": {
"n": 2149,
"acc": 52.21
},
"unseen_form": {
"n": 8357,
"acc": 79.91
},
"gold_consistent": {
"n": 675,
"acc": 98.07
},
"gold_ambiguous": {
"n": 190,
"acc": 65.26
},
"gold_conflicting": {
"n": 1284,
"acc": 26.17
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 73.86,
"lemma_notation_insensitive": 73.86,
"pos": 82.79
},
"beam10": {
"lemma": 74.65,
"lemma_notation_insensitive": 74.65,
"pos": 82.79
},
"oracle_in_beam10": 94.43,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 69.6
},
"VERB": {
"n": 3126,
"acc": 77.48
},
"ADJ": {
"n": 1559,
"acc": 70.69
},
"PROPN": {
"n": 1395,
"acc": 80.86
},
"X": {
"n": 463,
"acc": 85.96
},
"ADV": {
"n": 356,
"acc": 58.71
},
"DET": {
"n": 136,
"acc": 66.18
},
"PRON": {
"n": 76,
"acc": 60.53
},
"NUM": {
"n": 73,
"acc": 80.82
},
"ADP": {
"n": 71,
"acc": 61.97
}
},
"seen_form": {
"n": 2140,
"acc": 53.97
},
"unseen_form": {
"n": 8367,
"acc": 78.94
},
"gold_consistent": {
"n": 722,
"acc": 99.17
},
"gold_ambiguous": {
"n": 210,
"acc": 66.19
},
"gold_conflicting": {
"n": 1208,
"acc": 24.83
}
}
}
},
"C7_variant_normalised": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C7_variant_normalised/best_model.pt",
"universe": "normalised",
"training_summary": {
"name": "C7_variant_normalised",
"aug": "attested",
"aug_prob": 0.2,
"extra_train": {},
"universe": "normalised",
"corpus_rows": 84050,
"total_train_rows": 84050,
"epochs": 80,
"batch_size": 72,
"lr": 0.00015,
"label_smoothing": 0.15,
"pos_weight": 0.2,
"dropout": 0.15,
"cycles": 4,
"patience": 20,
"seed": 42,
"pretrained_encoder": true,
"steps_per_epoch": 1168,
"total_steps": 93440,
"parameters": 26437278,
"device": "mps",
"started": "2026-08-26T04:05:14",
"best_dev_lemma": 0.7459546925566343,
"best_epoch": 78,
"epochs_run": 80,
"wall_seconds": 19508.4,
"finished": "2026-08-26T09:30:22",
"augmenter_stats": {
"attested_substitutions": 821284,
"synthetic_fallbacks": 522723
}
},
"dev": {
"n": 10506,
"greedy": {
"lemma": 74.6,
"lemma_notation_insensitive": 74.6,
"pos": 82.54
},
"beam10": {
"lemma": 75.02,
"lemma_notation_insensitive": 75.02,
"pos": 82.54
},
"oracle_in_beam10": 94.58,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 70.43
},
"VERB": {
"n": 3128,
"acc": 78.71
},
"ADJ": {
"n": 1561,
"acc": 71.56
},
"PROPN": {
"n": 1369,
"acc": 81.96
},
"X": {
"n": 418,
"acc": 88.04
},
"ADV": {
"n": 331,
"acc": 61.03
},
"DET": {
"n": 122,
"acc": 59.84
},
"NUM": {
"n": 97,
"acc": 69.07
},
"ADP": {
"n": 78,
"acc": 51.28
},
"PRON": {
"n": 64,
"acc": 65.62
}
},
"seen_form": {
"n": 2149,
"acc": 52.63
},
"unseen_form": {
"n": 8357,
"acc": 80.24
},
"gold_consistent": {
"n": 675,
"acc": 98.52
},
"gold_ambiguous": {
"n": 190,
"acc": 66.84
},
"gold_conflicting": {
"n": 1284,
"acc": 26.4
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 74.3,
"lemma_notation_insensitive": 74.3,
"pos": 82.77
},
"beam10": {
"lemma": 74.73,
"lemma_notation_insensitive": 74.73,
"pos": 82.77
},
"oracle_in_beam10": 94.42,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 70.0
},
"VERB": {
"n": 3126,
"acc": 78.53
},
"ADJ": {
"n": 1559,
"acc": 70.69
},
"PROPN": {
"n": 1395,
"acc": 81.94
},
"X": {
"n": 463,
"acc": 86.18
},
"ADV": {
"n": 356,
"acc": 57.58
},
"DET": {
"n": 136,
"acc": 64.71
},
"PRON": {
"n": 76,
"acc": 60.53
},
"NUM": {
"n": 73,
"acc": 75.34
},
"ADP": {
"n": 71,
"acc": 53.52
}
},
"seen_form": {
"n": 2140,
"acc": 53.18
},
"unseen_form": {
"n": 8367,
"acc": 79.71
},
"gold_consistent": {
"n": 722,
"acc": 98.61
},
"gold_ambiguous": {
"n": 210,
"acc": 64.76
},
"gold_conflicting": {
"n": 1208,
"acc": 24.01
}
}
}
},
"C6_combined_normalised": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C6_combined_normalised/best_model.pt",
"universe": "normalised",
"training_summary": {
"name": "C6_combined_normalised",
"aug": "attested",
"aug_prob": 0.2,
"extra_train": {
"lexicon_safe_normalised.tsv": 121783
},
"universe": "normalised",
"corpus_rows": 84050,
"total_train_rows": 205833,
"epochs": 80,
"batch_size": 72,
"lr": 0.00015,
"label_smoothing": 0.15,
"pos_weight": 0.2,
"dropout": 0.15,
"cycles": 4,
"patience": 20,
"seed": 42,
"pretrained_encoder": true,
"steps_per_epoch": 2859,
"total_steps": 228720,
"parameters": 26437278,
"device": "mps",
"started": "2026-08-26T09:30:37",
"best_dev_lemma": 0.7013135351227869,
"best_epoch": 54,
"epochs_run": 74,
"wall_seconds": 21494.5,
"finished": "2026-08-26T15:28:52",
"augmenter_stats": {
"attested_substitutions": 1704504,
"synthetic_fallbacks": 1339887
}
},
"dev": {
"n": 10506,
"greedy": {
"lemma": 70.13,
"lemma_notation_insensitive": 70.13,
"pos": 81.48
},
"beam10": {
"lemma": 70.61,
"lemma_notation_insensitive": 70.61,
"pos": 81.48
},
"oracle_in_beam10": 94.84,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 70.64
},
"VERB": {
"n": 3128,
"acc": 68.77
},
"ADJ": {
"n": 1561,
"acc": 70.85
},
"PROPN": {
"n": 1369,
"acc": 75.68
},
"X": {
"n": 418,
"acc": 77.99
},
"ADV": {
"n": 331,
"acc": 57.4
},
"DET": {
"n": 122,
"acc": 54.1
},
"NUM": {
"n": 97,
"acc": 67.01
},
"ADP": {
"n": 78,
"acc": 50.0
},
"PRON": {
"n": 64,
"acc": 57.81
}
},
"seen_form": {
"n": 2149,
"acc": 53.19
},
"unseen_form": {
"n": 8357,
"acc": 74.49
},
"gold_consistent": {
"n": 675,
"acc": 93.33
},
"gold_ambiguous": {
"n": 190,
"acc": 64.74
},
"gold_conflicting": {
"n": 1284,
"acc": 30.37
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 69.59,
"lemma_notation_insensitive": 69.59,
"pos": 81.67
},
"beam10": {
"lemma": 69.87,
"lemma_notation_insensitive": 69.87,
"pos": 81.67
},
"oracle_in_beam10": 94.83,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 70.74
},
"VERB": {
"n": 3126,
"acc": 67.98
},
"ADJ": {
"n": 1559,
"acc": 68.44
},
"PROPN": {
"n": 1395,
"acc": 74.19
},
"X": {
"n": 463,
"acc": 81.43
},
"ADV": {
"n": 356,
"acc": 53.65
},
"DET": {
"n": 136,
"acc": 60.29
},
"PRON": {
"n": 76,
"acc": 57.89
},
"NUM": {
"n": 73,
"acc": 72.6
},
"ADP": {
"n": 71,
"acc": 56.34
}
},
"seen_form": {
"n": 2140,
"acc": 52.99
},
"unseen_form": {
"n": 8367,
"acc": 73.84
},
"gold_consistent": {
"n": 722,
"acc": 93.21
},
"gold_ambiguous": {
"n": 210,
"acc": 62.38
},
"gold_conflicting": {
"n": 1208,
"acc": 27.32
}
}
}
},
"C8_conflictfree_normalised": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C8_conflictfree_normalised/best_model.pt",
"universe": "normalised",
"training_summary": {
"name": "C8_conflictfree_normalised",
"aug": "attested",
"aug_prob": 0.2,
"extra_train": {
"lexicon_conflictfree_normalised.tsv": 97556
},
"universe": "normalised",
"corpus_rows": 84050,
"total_train_rows": 181606,
"epochs": 80,
"batch_size": 72,
"lr": 0.00015,
"label_smoothing": 0.15,
"pos_weight": 0.2,
"dropout": 0.15,
"cycles": 4,
"patience": 20,
"seed": 42,
"pretrained_encoder": true,
"steps_per_epoch": 2523,
"total_steps": 201840,
"parameters": 26437278,
"device": "mps",
"started": "2026-08-26T15:29:54",
"best_dev_lemma": 0.7472872644203312,
"best_epoch": 76,
"epochs_run": 80,
"wall_seconds": 24465.5,
"finished": "2026-08-26T22:17:40",
"augmenter_stats": {
"attested_substitutions": 1649398,
"synthetic_fallbacks": 1255065
}
},
"dev": {
"n": 10506,
"greedy": {
"lemma": 74.73,
"lemma_notation_insensitive": 74.73,
"pos": 82.65
},
"beam10": {
"lemma": 75.02,
"lemma_notation_insensitive": 75.02,
"pos": 82.65
},
"oracle_in_beam10": 94.99,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 73.48
},
"VERB": {
"n": 3128,
"acc": 76.02
},
"ADJ": {
"n": 1561,
"acc": 73.93
},
"PROPN": {
"n": 1369,
"acc": 79.84
},
"X": {
"n": 418,
"acc": 83.49
},
"ADV": {
"n": 331,
"acc": 62.54
},
"DET": {
"n": 122,
"acc": 59.84
},
"NUM": {
"n": 97,
"acc": 77.32
},
"ADP": {
"n": 78,
"acc": 50.0
},
"PRON": {
"n": 64,
"acc": 57.81
}
},
"seen_form": {
"n": 2149,
"acc": 53.89
},
"unseen_form": {
"n": 8357,
"acc": 80.09
},
"gold_consistent": {
"n": 675,
"acc": 97.63
},
"gold_ambiguous": {
"n": 190,
"acc": 68.42
},
"gold_conflicting": {
"n": 1284,
"acc": 28.74
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 73.61,
"lemma_notation_insensitive": 73.61,
"pos": 82.82
},
"beam10": {
"lemma": 73.96,
"lemma_notation_insensitive": 73.96,
"pos": 82.82
},
"oracle_in_beam10": 94.73,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 73.44
},
"VERB": {
"n": 3126,
"acc": 74.15
},
"ADJ": {
"n": 1559,
"acc": 71.46
},
"PROPN": {
"n": 1395,
"acc": 78.06
},
"X": {
"n": 463,
"acc": 79.7
},
"ADV": {
"n": 356,
"acc": 61.52
},
"DET": {
"n": 136,
"acc": 65.44
},
"PRON": {
"n": 76,
"acc": 64.47
},
"NUM": {
"n": 73,
"acc": 82.19
},
"ADP": {
"n": 71,
"acc": 59.15
}
},
"seen_form": {
"n": 2140,
"acc": 55.47
},
"unseen_form": {
"n": 8367,
"acc": 78.25
},
"gold_consistent": {
"n": 722,
"acc": 98.34
},
"gold_ambiguous": {
"n": 210,
"acc": 67.14
},
"gold_conflicting": {
"n": 1208,
"acc": 27.81
}
}
}
},
"C9_unseenonly_normalised": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C9_unseenonly_normalised/best_model.pt",
"universe": "normalised",
"training_summary": {
"name": "C9_unseenonly_normalised",
"aug": "attested",
"aug_prob": 0.2,
"extra_train": {
"lexicon_unseenonly_normalised.tsv": 74456
},
"universe": "normalised",
"corpus_rows": 84050,
"total_train_rows": 158506,
"epochs": 80,
"batch_size": 72,
"lr": 0.00015,
"label_smoothing": 0.15,
"pos_weight": 0.2,
"dropout": 0.15,
"cycles": 4,
"patience": 20,
"seed": 42,
"pretrained_encoder": true,
"steps_per_epoch": 2202,
"total_steps": 176160,
"parameters": 26437278,
"device": "mps",
"started": "2026-08-26T22:17:57",
"best_dev_lemma": 0.7411955073291453,
"best_epoch": 79,
"epochs_run": 80,
"wall_seconds": 20286.0,
"finished": "2026-08-27T03:56:03",
"augmenter_stats": {
"attested_substitutions": 1397656,
"synthetic_fallbacks": 1135016
}
},
"dev": {
"n": 10506,
"greedy": {
"lemma": 74.12,
"lemma_notation_insensitive": 74.12,
"pos": 83.36
},
"beam10": {
"lemma": 74.45,
"lemma_notation_insensitive": 74.45,
"pos": 83.36
},
"oracle_in_beam10": 95.12,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 72.72
},
"VERB": {
"n": 3128,
"acc": 75.96
},
"ADJ": {
"n": 1561,
"acc": 73.29
},
"PROPN": {
"n": 1369,
"acc": 78.67
},
"X": {
"n": 418,
"acc": 82.78
},
"ADV": {
"n": 331,
"acc": 59.21
},
"DET": {
"n": 122,
"acc": 62.3
},
"NUM": {
"n": 97,
"acc": 73.2
},
"ADP": {
"n": 78,
"acc": 53.85
},
"PRON": {
"n": 64,
"acc": 57.81
}
},
"seen_form": {
"n": 2149,
"acc": 53.37
},
"unseen_form": {
"n": 8357,
"acc": 79.45
},
"gold_consistent": {
"n": 675,
"acc": 95.85
},
"gold_ambiguous": {
"n": 190,
"acc": 71.58
},
"gold_conflicting": {
"n": 1284,
"acc": 28.35
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 73.46,
"lemma_notation_insensitive": 73.46,
"pos": 83.14
},
"beam10": {
"lemma": 73.81,
"lemma_notation_insensitive": 73.81,
"pos": 83.14
},
"oracle_in_beam10": 95.1,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 73.0
},
"VERB": {
"n": 3126,
"acc": 74.12
},
"ADJ": {
"n": 1559,
"acc": 72.55
},
"PROPN": {
"n": 1395,
"acc": 77.71
},
"X": {
"n": 463,
"acc": 81.21
},
"ADV": {
"n": 356,
"acc": 57.58
},
"DET": {
"n": 136,
"acc": 65.44
},
"PRON": {
"n": 76,
"acc": 63.16
},
"NUM": {
"n": 73,
"acc": 79.45
},
"ADP": {
"n": 71,
"acc": 54.93
}
},
"seen_form": {
"n": 2140,
"acc": 54.67
},
"unseen_form": {
"n": 8367,
"acc": 78.26
},
"gold_consistent": {
"n": 722,
"acc": 97.37
},
"gold_ambiguous": {
"n": 210,
"acc": 64.76
},
"gold_conflicting": {
"n": 1208,
"acc": 27.4
}
}
}
},
"C10_revised": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C10_revised/best_model.pt",
"universe": "revised",
"training_summary": {
"name": "C10_revised",
"aug": "attested",
"aug_prob": 0.2,
"extra_train": {},
"universe": "revised",
"corpus_rows": 84050,
"total_train_rows": 84050,
"epochs": 80,
"batch_size": 72,
"lr": 0.00015,
"label_smoothing": 0.15,
"pos_weight": 0.2,
"dropout": 0.15,
"cycles": 4,
"patience": 20,
"seed": 42,
"pretrained_encoder": true,
"steps_per_epoch": 1168,
"total_steps": 93440,
"parameters": 26437278,
"device": "mps",
"started": "2026-08-27T14:36:44",
"best_dev_lemma": 0.7718446601941747,
"best_epoch": 78,
"epochs_run": 80,
"wall_seconds": 13511.2,
"finished": "2026-08-27T18:21:55",
"augmenter_stats": {
"attested_substitutions": 856496,
"synthetic_fallbacks": 488813
}
},
"dev": {
"n": 10506,
"greedy": {
"lemma": 77.18,
"lemma_notation_insensitive": 77.18,
"pos": 82.34
},
"beam10": {
"lemma": 77.43,
"lemma_notation_insensitive": 77.43,
"pos": 82.34
},
"oracle_in_beam10": 95.44,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 72.6
},
"VERB": {
"n": 3128,
"acc": 80.79
},
"ADJ": {
"n": 1561,
"acc": 76.55
},
"PROPN": {
"n": 1369,
"acc": 82.83
},
"X": {
"n": 418,
"acc": 86.36
},
"ADV": {
"n": 331,
"acc": 64.05
},
"DET": {
"n": 122,
"acc": 70.49
},
"NUM": {
"n": 97,
"acc": 77.32
},
"ADP": {
"n": 78,
"acc": 65.38
},
"PRON": {
"n": 64,
"acc": 73.44
}
},
"seen_form": {
"n": 2149,
"acc": 63.15
},
"unseen_form": {
"n": 8357,
"acc": 80.79
},
"gold_consistent": {
"n": 1017,
"acc": 98.03
},
"gold_ambiguous": {
"n": 218,
"acc": 71.1
},
"gold_conflicting": {
"n": 914,
"acc": 22.43
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 76.9,
"lemma_notation_insensitive": 76.9,
"pos": 82.96
},
"beam10": {
"lemma": 77.17,
"lemma_notation_insensitive": 77.17,
"pos": 82.96
},
"oracle_in_beam10": 95.17,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 72.79
},
"VERB": {
"n": 3126,
"acc": 80.29
},
"ADJ": {
"n": 1559,
"acc": 74.92
},
"PROPN": {
"n": 1395,
"acc": 82.58
},
"X": {
"n": 463,
"acc": 86.39
},
"ADV": {
"n": 356,
"acc": 62.36
},
"DET": {
"n": 136,
"acc": 72.06
},
"PRON": {
"n": 76,
"acc": 68.42
},
"NUM": {
"n": 73,
"acc": 80.82
},
"ADP": {
"n": 71,
"acc": 74.65
}
},
"seen_form": {
"n": 2140,
"acc": 63.6
},
"unseen_form": {
"n": 8367,
"acc": 80.3
},
"gold_consistent": {
"n": 1006,
"acc": 97.71
},
"gold_ambiguous": {
"n": 223,
"acc": 71.3
},
"gold_conflicting": {
"n": 911,
"acc": 24.04
}
}
}
},
"C11_revised_apparatus": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C11_revised_apparatus/best_model.pt",
"universe": "revised2",
"training_summary": {
"name": "C11_revised_apparatus",
"aug": "attested",
"aug_prob": 0.2,
"extra_train": {},
"universe": "revised2",
"corpus_rows": 84050,
"total_train_rows": 84050,
"epochs": 80,
"batch_size": 72,
"lr": 0.00015,
"label_smoothing": 0.15,
"pos_weight": 0.2,
"dropout": 0.15,
"cycles": 4,
"patience": 20,
"seed": 42,
"pretrained_encoder": true,
"steps_per_epoch": 1168,
"total_steps": 93440,
"parameters": 26437278,
"device": "mps",
"started": "2026-08-27T20:14:07",
"best_dev_lemma": 0.7724157624214735,
"best_epoch": 77,
"epochs_run": 80,
"wall_seconds": 9385.9,
"finished": "2026-08-27T22:50:33",
"augmenter_stats": {
"attested_substitutions": 851163,
"synthetic_fallbacks": 494556
}
},
"dev": {
"n": 10506,
"greedy": {
"lemma": 77.24,
"lemma_notation_insensitive": 77.24,
"pos": 82.31
},
"beam10": {
"lemma": 77.45,
"lemma_notation_insensitive": 77.45,
"pos": 82.31
},
"oracle_in_beam10": 95.36,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 72.72
},
"VERB": {
"n": 3128,
"acc": 79.73
},
"ADJ": {
"n": 1561,
"acc": 77.0
},
"PROPN": {
"n": 1369,
"acc": 84.22
},
"X": {
"n": 418,
"acc": 88.76
},
"ADV": {
"n": 331,
"acc": 64.05
},
"DET": {
"n": 122,
"acc": 73.77
},
"NUM": {
"n": 97,
"acc": 70.1
},
"ADP": {
"n": 78,
"acc": 69.23
},
"PRON": {
"n": 64,
"acc": 73.44
}
},
"seen_form": {
"n": 2149,
"acc": 62.59
},
"unseen_form": {
"n": 8357,
"acc": 81.01
},
"gold_consistent": {
"n": 959,
"acc": 98.44
},
"gold_ambiguous": {
"n": 223,
"acc": 68.61
},
"gold_conflicting": {
"n": 967,
"acc": 25.65
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 76.63,
"lemma_notation_insensitive": 76.63,
"pos": 82.65
},
"beam10": {
"lemma": 76.82,
"lemma_notation_insensitive": 76.82,
"pos": 82.65
},
"oracle_in_beam10": 95.2,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 72.51
},
"VERB": {
"n": 3126,
"acc": 78.63
},
"ADJ": {
"n": 1559,
"acc": 76.14
},
"PROPN": {
"n": 1395,
"acc": 82.94
},
"X": {
"n": 463,
"acc": 86.18
},
"ADV": {
"n": 356,
"acc": 62.92
},
"DET": {
"n": 136,
"acc": 75.74
},
"PRON": {
"n": 76,
"acc": 71.05
},
"NUM": {
"n": 73,
"acc": 80.82
},
"ADP": {
"n": 71,
"acc": 74.65
}
},
"seen_form": {
"n": 2140,
"acc": 62.62
},
"unseen_form": {
"n": 8367,
"acc": 80.21
},
"gold_consistent": {
"n": 969,
"acc": 97.42
},
"gold_ambiguous": {
"n": 229,
"acc": 68.56
},
"gold_conflicting": {
"n": 942,
"acc": 25.37
}
}
}
},
"C12_prefix_rule": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C12_prefix_rule/best_model.pt",
"universe": "revised3",
"training_summary": {
"name": "C12_prefix_rule",
"aug": "attested",
"aug_prob": 0.2,
"extra_train": {},
"universe": "revised3",
"corpus_rows": 84050,
"total_train_rows": 84050,
"epochs": 80,
"batch_size": 72,
"lr": 0.00015,
"label_smoothing": 0.15,
"pos_weight": 0.2,
"dropout": 0.15,
"cycles": 4,
"patience": 20,
"seed": 42,
"pretrained_encoder": true,
"steps_per_epoch": 1168,
"total_steps": 93440,
"parameters": 26437278,
"device": "mps",
"started": "2026-08-28T00:59:07",
"best_dev_lemma": 0.7784123358081096,
"best_epoch": 79,
"epochs_run": 80,
"wall_seconds": 8711.6,
"finished": "2026-08-28T03:24:18",
"augmenter_stats": {
"attested_substitutions": 856904,
"synthetic_fallbacks": 489351
}
},
"dev": {
"n": 10506,
"greedy": {
"lemma": 77.84,
"lemma_notation_insensitive": 77.84,
"pos": 82.38
},
"beam10": {
"lemma": 77.89,
"lemma_notation_insensitive": 77.89,
"pos": 82.38
},
"oracle_in_beam10": 95.32,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 72.69
},
"VERB": {
"n": 3128,
"acc": 82.32
},
"ADJ": {
"n": 1561,
"acc": 77.19
},
"PROPN": {
"n": 1369,
"acc": 82.54
},
"X": {
"n": 418,
"acc": 89.71
},
"ADV": {
"n": 331,
"acc": 64.05
},
"DET": {
"n": 122,
"acc": 69.67
},
"NUM": {
"n": 97,
"acc": 75.26
},
"ADP": {
"n": 78,
"acc": 67.95
},
"PRON": {
"n": 64,
"acc": 73.44
}
},
"seen_form": {
"n": 2149,
"acc": 65.05
},
"unseen_form": {
"n": 8357,
"acc": 81.13
},
"gold_consistent": {
"n": 1085,
"acc": 98.53
},
"gold_ambiguous": {
"n": 218,
"acc": 66.97
},
"gold_conflicting": {
"n": 846,
"acc": 21.63
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 77.4,
"lemma_notation_insensitive": 77.4,
"pos": 82.85
},
"beam10": {
"lemma": 77.58,
"lemma_notation_insensitive": 77.58,
"pos": 82.85
},
"oracle_in_beam10": 95.17,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 73.07
},
"VERB": {
"n": 3126,
"acc": 80.93
},
"ADJ": {
"n": 1559,
"acc": 75.43
},
"PROPN": {
"n": 1395,
"acc": 82.72
},
"X": {
"n": 463,
"acc": 87.26
},
"ADV": {
"n": 356,
"acc": 64.61
},
"DET": {
"n": 136,
"acc": 72.06
},
"PRON": {
"n": 76,
"acc": 68.42
},
"NUM": {
"n": 73,
"acc": 79.45
},
"ADP": {
"n": 71,
"acc": 77.46
}
},
"seen_form": {
"n": 2140,
"acc": 64.77
},
"unseen_form": {
"n": 8367,
"acc": 80.63
},
"gold_consistent": {
"n": 1081,
"acc": 97.96
},
"gold_ambiguous": {
"n": 223,
"acc": 64.57
},
"gold_conflicting": {
"n": 836,
"acc": 21.89
}
}
}
},
"C13_adjudicated": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C13_adjudicated/best_model.pt",
"universe": "revised4",
"training_summary": {
"name": "C13_adjudicated",
"aug": "attested",
"aug_prob": 0.2,
"extra_train": {},
"universe": "revised4",
"corpus_rows": 84050,
"total_train_rows": 84050,
"epochs": 80,
"batch_size": 72,
"lr": 0.00015,
"label_smoothing": 0.15,
"pos_weight": 0.2,
"dropout": 0.15,
"cycles": 4,
"patience": 20,
"seed": 42,
"pretrained_encoder": true,
"steps_per_epoch": 1168,
"total_steps": 93440,
"parameters": 26437278,
"device": "mps",
"started": "2026-08-28T10:28:34",
"best_dev_lemma": 0.7823148676946506,
"best_epoch": 79,
"epochs_run": 80,
"wall_seconds": 8896.3,
"finished": "2026-08-28T12:56:50",
"augmenter_stats": {
"attested_substitutions": 855765,
"synthetic_fallbacks": 490533
}
},
"dev": {
"n": 10506,
"greedy": {
"lemma": 78.23,
"lemma_notation_insensitive": 78.23,
"pos": 82.42
},
"beam10": {
"lemma": 78.41,
"lemma_notation_insensitive": 78.41,
"pos": 82.42
},
"oracle_in_beam10": 95.48,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 73.3
},
"VERB": {
"n": 3128,
"acc": 83.12
},
"ADJ": {
"n": 1561,
"acc": 76.81
},
"PROPN": {
"n": 1369,
"acc": 84.08
},
"X": {
"n": 418,
"acc": 88.04
},
"ADV": {
"n": 331,
"acc": 62.84
},
"DET": {
"n": 122,
"acc": 66.39
},
"NUM": {
"n": 97,
"acc": 69.07
},
"ADP": {
"n": 78,
"acc": 69.23
},
"PRON": {
"n": 64,
"acc": 73.44
}
},
"seen_form": {
"n": 2149,
"acc": 67.75
},
"unseen_form": {
"n": 8357,
"acc": 80.93
},
"gold_consistent": {
"n": 1249,
"acc": 95.6
},
"gold_ambiguous": {
"n": 212,
"acc": 63.21
},
"gold_conflicting": {
"n": 688,
"acc": 18.6
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 78.21,
"lemma_notation_insensitive": 78.21,
"pos": 82.59
},
"beam10": {
"lemma": 78.45,
"lemma_notation_insensitive": 78.45,
"pos": 82.59
},
"oracle_in_beam10": 95.45,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 74.27
},
"VERB": {
"n": 3126,
"acc": 82.44
},
"ADJ": {
"n": 1559,
"acc": 76.07
},
"PROPN": {
"n": 1395,
"acc": 82.51
},
"X": {
"n": 463,
"acc": 85.96
},
"ADV": {
"n": 356,
"acc": 64.33
},
"DET": {
"n": 136,
"acc": 73.53
},
"PRON": {
"n": 76,
"acc": 68.42
},
"NUM": {
"n": 73,
"acc": 78.08
},
"ADP": {
"n": 71,
"acc": 77.46
}
},
"seen_form": {
"n": 2140,
"acc": 69.16
},
"unseen_form": {
"n": 8367,
"acc": 80.53
},
"gold_consistent": {
"n": 1272,
"acc": 95.75
},
"gold_ambiguous": {
"n": 215,
"acc": 66.05
},
"gold_conflicting": {
"n": 653,
"acc": 18.38
}
}
}
},
"C14_expert": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C14_expert/best_model.pt",
"universe": "revised6",
"training_summary": {
"name": "C14_expert",
"aug": "attested",
"aug_prob": 0.2,
"extra_train": {},
"universe": "revised6",
"corpus_rows": 84050,
"total_train_rows": 84050,
"epochs": 80,
"batch_size": 72,
"lr": 0.00015,
"label_smoothing": 0.15,
"pos_weight": 0.2,
"dropout": 0.15,
"cycles": 4,
"patience": 20,
"seed": 42,
"pretrained_encoder": true,
"steps_per_epoch": 1168,
"total_steps": 93440,
"parameters": 26437278,
"device": "mps",
"started": "2026-08-28T13:05:46",
"best_dev_lemma": 0.7850751951265943,
"best_epoch": 78,
"epochs_run": 80,
"wall_seconds": 9036.9,
"finished": "2026-08-28T15:36:23",
"augmenter_stats": {
"attested_substitutions": 855903,
"synthetic_fallbacks": 489435
}
},
"dev": {
"n": 10506,
"greedy": {
"lemma": 78.51,
"lemma_notation_insensitive": 78.51,
"pos": 82.45
},
"beam10": {
"lemma": 78.76,
"lemma_notation_insensitive": 78.76,
"pos": 82.45
},
"oracle_in_beam10": 95.63,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 74.14
},
"VERB": {
"n": 3128,
"acc": 83.12
},
"ADJ": {
"n": 1561,
"acc": 76.87
},
"PROPN": {
"n": 1369,
"acc": 83.42
},
"X": {
"n": 418,
"acc": 87.32
},
"ADV": {
"n": 331,
"acc": 65.26
},
"DET": {
"n": 122,
"acc": 69.67
},
"NUM": {
"n": 97,
"acc": 71.13
},
"ADP": {
"n": 78,
"acc": 66.67
},
"PRON": {
"n": 64,
"acc": 75.0
}
},
"seen_form": {
"n": 2149,
"acc": 69.01
},
"unseen_form": {
"n": 8357,
"acc": 80.95
},
"gold_consistent": {
"n": 1272,
"acc": 95.2
},
"gold_ambiguous": {
"n": 211,
"acc": 63.98
},
"gold_conflicting": {
"n": 666,
"acc": 20.57
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 78.21,
"lemma_notation_insensitive": 78.21,
"pos": 82.78
},
"beam10": {
"lemma": 78.3,
"lemma_notation_insensitive": 78.3,
"pos": 82.78
},
"oracle_in_beam10": 95.23,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 74.4
},
"VERB": {
"n": 3126,
"acc": 82.34
},
"ADJ": {
"n": 1559,
"acc": 76.14
},
"PROPN": {
"n": 1395,
"acc": 81.94
},
"X": {
"n": 463,
"acc": 86.83
},
"ADV": {
"n": 356,
"acc": 62.64
},
"DET": {
"n": 136,
"acc": 75.0
},
"PRON": {
"n": 76,
"acc": 68.42
},
"NUM": {
"n": 73,
"acc": 84.93
},
"ADP": {
"n": 71,
"acc": 74.65
}
},
"seen_form": {
"n": 2140,
"acc": 69.11
},
"unseen_form": {
"n": 8367,
"acc": 80.53
},
"gold_consistent": {
"n": 1280,
"acc": 94.77
},
"gold_ambiguous": {
"n": 212,
"acc": 67.45
},
"gold_conflicting": {
"n": 648,
"acc": 18.98
}
}
}
},
"C15_canonical": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C15_canonical/best_model.pt",
"universe": "revised7",
"training_summary": {
"name": "C15_canonical",
"aug": "attested",
"aug_prob": 0.2,
"extra_train": {},
"universe": "revised7",
"corpus_rows": 84050,
"total_train_rows": 84050,
"epochs": 80,
"batch_size": 72,
"lr": 0.00015,
"label_smoothing": 0.15,
"pos_weight": 0.2,
"dropout": 0.15,
"cycles": 4,
"patience": 20,
"seed": 42,
"pretrained_encoder": true,
"steps_per_epoch": 1168,
"total_steps": 93440,
"parameters": 26437278,
"device": "mps",
"started": "2026-08-28T16:02:58",
"best_dev_lemma": 0.7861222158766419,
"best_epoch": 80,
"epochs_run": 80,
"wall_seconds": 9139.5,
"finished": "2026-08-28T18:35:18",
"augmenter_stats": {
"attested_substitutions": 855678,
"synthetic_fallbacks": 490556
}
},
"dev": {
"n": 10506,
"greedy": {
"lemma": 78.61,
"lemma_notation_insensitive": 78.61,
"pos": 82.39
},
"beam10": {
"lemma": 78.81,
"lemma_notation_insensitive": 78.81,
"pos": 82.39
},
"oracle_in_beam10": 95.49,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3314,
"acc": 74.56
},
"VERB": {
"n": 3128,
"acc": 82.7
},
"ADJ": {
"n": 1561,
"acc": 76.94
},
"PROPN": {
"n": 1369,
"acc": 84.15
},
"X": {
"n": 418,
"acc": 86.84
},
"ADV": {
"n": 331,
"acc": 64.35
},
"DET": {
"n": 122,
"acc": 68.85
},
"NUM": {
"n": 97,
"acc": 71.13
},
"ADP": {
"n": 78,
"acc": 71.79
},
"PRON": {
"n": 64,
"acc": 78.12
}
},
"seen_form": {
"n": 2149,
"acc": 69.24
},
"unseen_form": {
"n": 8357,
"acc": 81.02
},
"gold_consistent": {
"n": 1308,
"acc": 95.18
},
"gold_ambiguous": {
"n": 211,
"acc": 63.51
},
"gold_conflicting": {
"n": 630,
"acc": 17.3
}
}
},
"test": {
"n": 10507,
"greedy": {
"lemma": 78.32,
"lemma_notation_insensitive": 78.32,
"pos": 82.79
},
"beam10": {
"lemma": 78.51,
"lemma_notation_insensitive": 78.51,
"pos": 82.79
},
"oracle_in_beam10": 95.37,
"breakdown_greedy": {
"by_pos": {
"NOUN": {
"n": 3230,
"acc": 74.64
},
"VERB": {
"n": 3126,
"acc": 82.34
},
"ADJ": {
"n": 1559,
"acc": 75.88
},
"PROPN": {
"n": 1395,
"acc": 82.65
},
"X": {
"n": 463,
"acc": 85.53
},
"ADV": {
"n": 356,
"acc": 64.33
},
"DET": {
"n": 136,
"acc": 76.47
},
"PRON": {
"n": 76,
"acc": 68.42
},
"NUM": {
"n": 73,
"acc": 79.45
},
"ADP": {
"n": 71,
"acc": 76.06
}
},
"seen_form": {
"n": 2140,
"acc": 69.63
},
"unseen_form": {
"n": 8367,
"acc": 80.54
},
"gold_consistent": {
"n": 1312,
"acc": 95.05
},
"gold_ambiguous": {
"n": 215,
"acc": 65.58
},
"gold_conflicting": {
"n": 613,
"acc": 16.64
}
}
}
}
},
"postprocessing": {
"C0_replication": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C0_replication/best_model.pt",
"label": "C0_replication",
"beam_size": 10,
"universe": "original",
"splits": {
"dev": {
"n": 10506,
"oracle_in_beam": 93.19,
"strategies": {
"beam_top1": {
"lemma_accuracy": 69.12,
"lemma_accuracy_nomacron": 73.58,
"pos_accuracy": 82.38
},
"filter_train": {
"lemma_accuracy": 64.14,
"lemma_accuracy_nomacron": 68.94,
"pos_accuracy": 82.38
},
"filter_dict": {
"lemma_accuracy": 67.19,
"lemma_accuracy_nomacron": 73.94,
"pos_accuracy": 82.38
},
"soft_dict_0.5": {
"lemma_accuracy": 69.67,
"lemma_accuracy_nomacron": 74.15,
"pos_accuracy": 82.38
},
"soft_train_0.5": {
"lemma_accuracy": 69.32,
"lemma_accuracy_nomacron": 73.83,
"pos_accuracy": 82.38
},
"soft_dict_1.0": {
"lemma_accuracy": 69.93,
"lemma_accuracy_nomacron": 74.48,
"pos_accuracy": 82.38
},
"soft_train_1.0": {
"lemma_accuracy": 69.4,
"lemma_accuracy_nomacron": 73.97,
"pos_accuracy": 82.38
},
"soft_dict_2.0": {
"lemma_accuracy": 70.21,
"lemma_accuracy_nomacron": 75.06,
"pos_accuracy": 82.38
},
"soft_train_2.0": {
"lemma_accuracy": 69.3,
"lemma_accuracy_nomacron": 73.99,
"pos_accuracy": 82.38
},
"soft_dict_4.0": {
"lemma_accuracy": 69.3,
"lemma_accuracy_nomacron": 75.35,
"pos_accuracy": 82.38
},
"soft_train_4.0": {
"lemma_accuracy": 68.6,
"lemma_accuracy_nomacron": 73.42,
"pos_accuracy": 82.38
},
"macron_dict": {
"lemma_accuracy": 54.98,
"lemma_accuracy_nomacron": 73.58,
"pos_accuracy": 82.38
},
"macron_corpus": {
"lemma_accuracy": 66.18,
"lemma_accuracy_nomacron": 73.58,
"pos_accuracy": 82.38
},
"soft_dict_1.0+macron_corpus": {
"lemma_accuracy": 67.13,
"lemma_accuracy_nomacron": 74.48,
"pos_accuracy": 82.38
}
}
},
"test": {
"n": 10507,
"oracle_in_beam": 93.39,
"strategies": {
"beam_top1": {
"lemma_accuracy": 68.08,
"lemma_accuracy_nomacron": 72.88,
"pos_accuracy": 82.86
},
"filter_train": {
"lemma_accuracy": 63.46,
"lemma_accuracy_nomacron": 68.51,
"pos_accuracy": 82.86
},
"filter_dict": {
"lemma_accuracy": 66.55,
"lemma_accuracy_nomacron": 73.53,
"pos_accuracy": 82.86
},
"soft_dict_0.5": {
"lemma_accuracy": 68.73,
"lemma_accuracy_nomacron": 73.53,
"pos_accuracy": 82.86
},
"soft_train_0.5": {
"lemma_accuracy": 68.44,
"lemma_accuracy_nomacron": 73.25,
"pos_accuracy": 82.86
},
"soft_dict_1.0": {
"lemma_accuracy": 69.0,
"lemma_accuracy_nomacron": 73.87,
"pos_accuracy": 82.86
},
"soft_train_1.0": {
"lemma_accuracy": 68.51,
"lemma_accuracy_nomacron": 73.38,
"pos_accuracy": 82.86
},
"soft_dict_2.0": {
"lemma_accuracy": 69.32,
"lemma_accuracy_nomacron": 74.51,
"pos_accuracy": 82.86
},
"soft_train_2.0": {
"lemma_accuracy": 68.53,
"lemma_accuracy_nomacron": 73.55,
"pos_accuracy": 82.86
},
"soft_dict_4.0": {
"lemma_accuracy": 68.54,
"lemma_accuracy_nomacron": 74.67,
"pos_accuracy": 82.86
},
"soft_train_4.0": {
"lemma_accuracy": 67.77,
"lemma_accuracy_nomacron": 72.9,
"pos_accuracy": 82.86
},
"macron_dict": {
"lemma_accuracy": 55.07,
"lemma_accuracy_nomacron": 72.88,
"pos_accuracy": 82.86
},
"macron_corpus": {
"lemma_accuracy": 65.05,
"lemma_accuracy_nomacron": 72.88,
"pos_accuracy": 82.86
},
"soft_dict_1.0+macron_corpus": {
"lemma_accuracy": 66.14,
"lemma_accuracy_nomacron": 73.87,
"pos_accuracy": 82.86
}
}
}
}
},
"C10_revised": {
"checkpoint": "../experiments/C10_revised/best_model.pt",
"label": "C10_revised",
"beam_size": 10,
"universe": "revised",
"splits": {
"dev": {
"n": 10506,
"oracle_in_beam": 95.44,
"strategies": {
"beam_top1": {
"lemma_accuracy": 77.43,
"lemma_accuracy_nomacron": 77.43,
"pos_accuracy": 82.34
},
"filter_train": {
"lemma_accuracy": 73.38,
"lemma_accuracy_nomacron": 73.38,
"pos_accuracy": 82.34
},
"filter_dict": {
"lemma_accuracy": 80.35,
"lemma_accuracy_nomacron": 80.35,
"pos_accuracy": 82.34
},
"soft_dict_0.5": {
"lemma_accuracy": 78.03,
"lemma_accuracy_nomacron": 78.03,
"pos_accuracy": 82.34
},
"soft_train_0.5": {
"lemma_accuracy": 77.79,
"lemma_accuracy_nomacron": 77.79,
"pos_accuracy": 82.34
},
"soft_dict_1.0": {
"lemma_accuracy": 78.57,
"lemma_accuracy_nomacron": 78.57,
"pos_accuracy": 82.34
},
"soft_train_1.0": {
"lemma_accuracy": 78.0,
"lemma_accuracy_nomacron": 78.0,
"pos_accuracy": 82.34
},
"soft_dict_2.0": {
"lemma_accuracy": 79.37,
"lemma_accuracy_nomacron": 79.37,
"pos_accuracy": 82.34
},
"soft_train_2.0": {
"lemma_accuracy": 78.25,
"lemma_accuracy_nomacron": 78.25,
"pos_accuracy": 82.34
},
"soft_dict_4.0": {
"lemma_accuracy": 80.81,
"lemma_accuracy_nomacron": 80.81,
"pos_accuracy": 82.34
},
"soft_train_4.0": {
"lemma_accuracy": 78.01,
"lemma_accuracy_nomacron": 78.01,
"pos_accuracy": 82.34
},
"soft_dict_8.0": {
"lemma_accuracy": 80.35,
"lemma_accuracy_nomacron": 80.35,
"pos_accuracy": 82.34
},
"soft_train_8.0": {
"lemma_accuracy": 73.38,
"lemma_accuracy_nomacron": 73.38,
"pos_accuracy": 82.34
},
"soft_dict_16.0": {
"lemma_accuracy": 80.35,
"lemma_accuracy_nomacron": 80.35,
"pos_accuracy": 82.34
},
"soft_train_16.0": {
"lemma_accuracy": 73.38,
"lemma_accuracy_nomacron": 73.38,
"pos_accuracy": 82.34
}
}
},
"test": {
"n": 10507,
"oracle_in_beam": 95.17,
"strategies": {
"beam_top1": {
"lemma_accuracy": 77.17,
"lemma_accuracy_nomacron": 77.17,
"pos_accuracy": 82.96
},
"filter_train": {
"lemma_accuracy": 72.95,
"lemma_accuracy_nomacron": 72.95,
"pos_accuracy": 82.96
},
"filter_dict": {
"lemma_accuracy": 80.11,
"lemma_accuracy_nomacron": 80.11,
"pos_accuracy": 82.96
},
"soft_dict_0.5": {
"lemma_accuracy": 77.84,
"lemma_accuracy_nomacron": 77.84,
"pos_accuracy": 82.96
},
"soft_train_0.5": {
"lemma_accuracy": 77.42,
"lemma_accuracy_nomacron": 77.42,
"pos_accuracy": 82.96
},
"soft_dict_1.0": {
"lemma_accuracy": 78.31,
"lemma_accuracy_nomacron": 78.31,
"pos_accuracy": 82.96
},
"soft_train_1.0": {
"lemma_accuracy": 77.71,
"lemma_accuracy_nomacron": 77.71,
"pos_accuracy": 82.96
},
"soft_dict_2.0": {
"lemma_accuracy": 79.25,
"lemma_accuracy_nomacron": 79.25,
"pos_accuracy": 82.96
},
"soft_train_2.0": {
"lemma_accuracy": 78.09,
"lemma_accuracy_nomacron": 78.09,
"pos_accuracy": 82.96
},
"soft_dict_4.0": {
"lemma_accuracy": 80.31,
"lemma_accuracy_nomacron": 80.31,
"pos_accuracy": 82.96
},
"soft_train_4.0": {
"lemma_accuracy": 77.64,
"lemma_accuracy_nomacron": 77.64,
"pos_accuracy": 82.96
},
"soft_dict_8.0": {
"lemma_accuracy": 80.11,
"lemma_accuracy_nomacron": 80.11,
"pos_accuracy": 82.96
},
"soft_train_8.0": {
"lemma_accuracy": 72.95,
"lemma_accuracy_nomacron": 72.95,
"pos_accuracy": 82.96
},
"soft_dict_16.0": {
"lemma_accuracy": 80.11,
"lemma_accuracy_nomacron": 80.11,
"pos_accuracy": 82.96
},
"soft_train_16.0": {
"lemma_accuracy": 72.95,
"lemma_accuracy_nomacron": 72.95,
"pos_accuracy": 82.96
}
}
}
}
},
"C11_revised_apparatus": {
"checkpoint": "../experiments/C11_revised_apparatus/best_model.pt",
"label": "C11_revised_apparatus",
"beam_size": 10,
"universe": "revised2",
"splits": {
"dev": {
"n": 10506,
"oracle_in_beam": 95.36,
"strategies": {
"beam_top1": {
"lemma_accuracy": 77.45,
"lemma_accuracy_nomacron": 77.45,
"pos_accuracy": 82.31
},
"filter_train": {
"lemma_accuracy": 72.92,
"lemma_accuracy_nomacron": 72.92,
"pos_accuracy": 82.31
},
"filter_dict": {
"lemma_accuracy": 80.02,
"lemma_accuracy_nomacron": 80.02,
"pos_accuracy": 82.31
},
"soft_dict_0.5": {
"lemma_accuracy": 77.99,
"lemma_accuracy_nomacron": 77.99,
"pos_accuracy": 82.31
},
"soft_train_0.5": {
"lemma_accuracy": 77.6,
"lemma_accuracy_nomacron": 77.6,
"pos_accuracy": 82.31
},
"soft_dict_1.0": {
"lemma_accuracy": 78.42,
"lemma_accuracy_nomacron": 78.42,
"pos_accuracy": 82.31
},
"soft_train_1.0": {
"lemma_accuracy": 77.74,
"lemma_accuracy_nomacron": 77.74,
"pos_accuracy": 82.31
},
"soft_dict_2.0": {
"lemma_accuracy": 79.35,
"lemma_accuracy_nomacron": 79.35,
"pos_accuracy": 82.31
},
"soft_train_2.0": {
"lemma_accuracy": 77.86,
"lemma_accuracy_nomacron": 77.86,
"pos_accuracy": 82.31
},
"soft_dict_4.0": {
"lemma_accuracy": 80.51,
"lemma_accuracy_nomacron": 80.51,
"pos_accuracy": 82.31
},
"soft_train_4.0": {
"lemma_accuracy": 77.48,
"lemma_accuracy_nomacron": 77.48,
"pos_accuracy": 82.31
},
"soft_dict_8.0": {
"lemma_accuracy": 80.02,
"lemma_accuracy_nomacron": 80.02,
"pos_accuracy": 82.31
},
"soft_train_8.0": {
"lemma_accuracy": 72.92,
"lemma_accuracy_nomacron": 72.92,
"pos_accuracy": 82.31
},
"soft_dict_16.0": {
"lemma_accuracy": 80.02,
"lemma_accuracy_nomacron": 80.02,
"pos_accuracy": 82.31
},
"soft_train_16.0": {
"lemma_accuracy": 72.92,
"lemma_accuracy_nomacron": 72.92,
"pos_accuracy": 82.31
}
}
},
"test": {
"n": 10507,
"oracle_in_beam": 95.2,
"strategies": {
"beam_top1": {
"lemma_accuracy": 76.82,
"lemma_accuracy_nomacron": 76.82,
"pos_accuracy": 82.65
},
"filter_train": {
"lemma_accuracy": 72.45,
"lemma_accuracy_nomacron": 72.45,
"pos_accuracy": 82.65
},
"filter_dict": {
"lemma_accuracy": 79.58,
"lemma_accuracy_nomacron": 79.58,
"pos_accuracy": 82.65
},
"soft_dict_0.5": {
"lemma_accuracy": 77.52,
"lemma_accuracy_nomacron": 77.52,
"pos_accuracy": 82.65
},
"soft_train_0.5": {
"lemma_accuracy": 77.15,
"lemma_accuracy_nomacron": 77.15,
"pos_accuracy": 82.65
},
"soft_dict_1.0": {
"lemma_accuracy": 77.9,
"lemma_accuracy_nomacron": 77.9,
"pos_accuracy": 82.65
},
"soft_train_1.0": {
"lemma_accuracy": 77.2,
"lemma_accuracy_nomacron": 77.2,
"pos_accuracy": 82.65
},
"soft_dict_2.0": {
"lemma_accuracy": 78.75,
"lemma_accuracy_nomacron": 78.75,
"pos_accuracy": 82.65
},
"soft_train_2.0": {
"lemma_accuracy": 77.41,
"lemma_accuracy_nomacron": 77.41,
"pos_accuracy": 82.65
},
"soft_dict_4.0": {
"lemma_accuracy": 80.05,
"lemma_accuracy_nomacron": 80.05,
"pos_accuracy": 82.65
},
"soft_train_4.0": {
"lemma_accuracy": 77.25,
"lemma_accuracy_nomacron": 77.25,
"pos_accuracy": 82.65
},
"soft_dict_8.0": {
"lemma_accuracy": 79.58,
"lemma_accuracy_nomacron": 79.58,
"pos_accuracy": 82.65
},
"soft_train_8.0": {
"lemma_accuracy": 72.45,
"lemma_accuracy_nomacron": 72.45,
"pos_accuracy": 82.65
},
"soft_dict_16.0": {
"lemma_accuracy": 79.58,
"lemma_accuracy_nomacron": 79.58,
"pos_accuracy": 82.65
},
"soft_train_16.0": {
"lemma_accuracy": 72.45,
"lemma_accuracy_nomacron": 72.45,
"pos_accuracy": 82.65
}
}
}
}
},
"C12_prefix_rule": {
"checkpoint": "../experiments/C12_prefix_rule/best_model.pt",
"label": "C12_prefix_rule",
"beam_size": 10,
"universe": "revised3",
"splits": {
"dev": {
"n": 10506,
"oracle_in_beam": 95.32,
"strategies": {
"beam_top1": {
"lemma_accuracy": 77.89,
"lemma_accuracy_nomacron": 77.89,
"pos_accuracy": 82.38
},
"filter_train": {
"lemma_accuracy": 73.52,
"lemma_accuracy_nomacron": 73.52,
"pos_accuracy": 82.38
},
"filter_dict": {
"lemma_accuracy": 80.62,
"lemma_accuracy_nomacron": 80.62,
"pos_accuracy": 82.38
},
"soft_dict_0.5": {
"lemma_accuracy": 78.45,
"lemma_accuracy_nomacron": 78.45,
"pos_accuracy": 82.38
},
"soft_train_0.5": {
"lemma_accuracy": 78.17,
"lemma_accuracy_nomacron": 78.17,
"pos_accuracy": 82.38
},
"soft_dict_1.0": {
"lemma_accuracy": 79.1,
"lemma_accuracy_nomacron": 79.1,
"pos_accuracy": 82.38
},
"soft_train_1.0": {
"lemma_accuracy": 78.36,
"lemma_accuracy_nomacron": 78.36,
"pos_accuracy": 82.38
},
"soft_dict_2.0": {
"lemma_accuracy": 80.12,
"lemma_accuracy_nomacron": 80.12,
"pos_accuracy": 82.38
},
"soft_train_2.0": {
"lemma_accuracy": 78.54,
"lemma_accuracy_nomacron": 78.54,
"pos_accuracy": 82.38
},
"soft_dict_4.0": {
"lemma_accuracy": 81.09,
"lemma_accuracy_nomacron": 81.09,
"pos_accuracy": 82.38
},
"soft_train_4.0": {
"lemma_accuracy": 78.04,
"lemma_accuracy_nomacron": 78.04,
"pos_accuracy": 82.38
},
"soft_dict_8.0": {
"lemma_accuracy": 80.62,
"lemma_accuracy_nomacron": 80.62,
"pos_accuracy": 82.38
},
"soft_train_8.0": {
"lemma_accuracy": 73.52,
"lemma_accuracy_nomacron": 73.52,
"pos_accuracy": 82.38
},
"soft_dict_16.0": {
"lemma_accuracy": 80.62,
"lemma_accuracy_nomacron": 80.62,
"pos_accuracy": 82.38
},
"soft_train_16.0": {
"lemma_accuracy": 73.52,
"lemma_accuracy_nomacron": 73.52,
"pos_accuracy": 82.38
}
}
},
"test": {
"n": 10507,
"oracle_in_beam": 95.17,
"strategies": {
"beam_top1": {
"lemma_accuracy": 77.58,
"lemma_accuracy_nomacron": 77.58,
"pos_accuracy": 82.85
},
"filter_train": {
"lemma_accuracy": 73.17,
"lemma_accuracy_nomacron": 73.17,
"pos_accuracy": 82.85
},
"filter_dict": {
"lemma_accuracy": 80.48,
"lemma_accuracy_nomacron": 80.48,
"pos_accuracy": 82.85
},
"soft_dict_0.5": {
"lemma_accuracy": 78.13,
"lemma_accuracy_nomacron": 78.13,
"pos_accuracy": 82.85
},
"soft_train_0.5": {
"lemma_accuracy": 77.76,
"lemma_accuracy_nomacron": 77.76,
"pos_accuracy": 82.85
},
"soft_dict_1.0": {
"lemma_accuracy": 78.56,
"lemma_accuracy_nomacron": 78.56,
"pos_accuracy": 82.85
},
"soft_train_1.0": {
"lemma_accuracy": 77.96,
"lemma_accuracy_nomacron": 77.96,
"pos_accuracy": 82.85
},
"soft_dict_2.0": {
"lemma_accuracy": 79.39,
"lemma_accuracy_nomacron": 79.39,
"pos_accuracy": 82.85
},
"soft_train_2.0": {
"lemma_accuracy": 78.08,
"lemma_accuracy_nomacron": 78.08,
"pos_accuracy": 82.85
},
"soft_dict_4.0": {
"lemma_accuracy": 80.49,
"lemma_accuracy_nomacron": 80.49,
"pos_accuracy": 82.85
},
"soft_train_4.0": {
"lemma_accuracy": 77.81,
"lemma_accuracy_nomacron": 77.81,
"pos_accuracy": 82.85
},
"soft_dict_8.0": {
"lemma_accuracy": 80.48,
"lemma_accuracy_nomacron": 80.48,
"pos_accuracy": 82.85
},
"soft_train_8.0": {
"lemma_accuracy": 73.17,
"lemma_accuracy_nomacron": 73.17,
"pos_accuracy": 82.85
},
"soft_dict_16.0": {
"lemma_accuracy": 80.48,
"lemma_accuracy_nomacron": 80.48,
"pos_accuracy": 82.85
},
"soft_train_16.0": {
"lemma_accuracy": 73.17,
"lemma_accuracy_nomacron": 73.17,
"pos_accuracy": 82.85
}
}
}
}
},
"C13_adjudicated": {
"checkpoint": "../experiments/C13_adjudicated/best_model.pt",
"label": "C13_adjudicated",
"beam_size": 10,
"universe": "revised4",
"splits": {
"dev": {
"n": 10506,
"oracle_in_beam": 95.48,
"strategies": {
"beam_top1": {
"lemma_accuracy": 78.41,
"lemma_accuracy_nomacron": 78.41,
"pos_accuracy": 82.42
},
"filter_train": {
"lemma_accuracy": 74.01,
"lemma_accuracy_nomacron": 74.01,
"pos_accuracy": 82.42
},
"filter_dict": {
"lemma_accuracy": 81.23,
"lemma_accuracy_nomacron": 81.23,
"pos_accuracy": 82.42
},
"soft_dict_0.5": {
"lemma_accuracy": 78.98,
"lemma_accuracy_nomacron": 78.98,
"pos_accuracy": 82.42
},
"soft_train_0.5": {
"lemma_accuracy": 78.69,
"lemma_accuracy_nomacron": 78.69,
"pos_accuracy": 82.42
},
"soft_dict_1.0": {
"lemma_accuracy": 79.43,
"lemma_accuracy_nomacron": 79.43,
"pos_accuracy": 82.42
},
"soft_train_1.0": {
"lemma_accuracy": 78.86,
"lemma_accuracy_nomacron": 78.86,
"pos_accuracy": 82.42
},
"soft_dict_2.0": {
"lemma_accuracy": 80.34,
"lemma_accuracy_nomacron": 80.34,
"pos_accuracy": 82.42
},
"soft_train_2.0": {
"lemma_accuracy": 79.14,
"lemma_accuracy_nomacron": 79.14,
"pos_accuracy": 82.42
},
"soft_dict_4.0": {
"lemma_accuracy": 81.54,
"lemma_accuracy_nomacron": 81.54,
"pos_accuracy": 82.42
},
"soft_train_4.0": {
"lemma_accuracy": 78.67,
"lemma_accuracy_nomacron": 78.67,
"pos_accuracy": 82.42
},
"soft_dict_8.0": {
"lemma_accuracy": 81.23,
"lemma_accuracy_nomacron": 81.23,
"pos_accuracy": 82.42
},
"soft_train_8.0": {
"lemma_accuracy": 74.01,
"lemma_accuracy_nomacron": 74.01,
"pos_accuracy": 82.42
},
"soft_dict_16.0": {
"lemma_accuracy": 81.23,
"lemma_accuracy_nomacron": 81.23,
"pos_accuracy": 82.42
},
"soft_train_16.0": {
"lemma_accuracy": 74.01,
"lemma_accuracy_nomacron": 74.01,
"pos_accuracy": 82.42
}
}
},
"test": {
"n": 10507,
"oracle_in_beam": 95.45,
"strategies": {
"beam_top1": {
"lemma_accuracy": 78.45,
"lemma_accuracy_nomacron": 78.45,
"pos_accuracy": 82.59
},
"filter_train": {
"lemma_accuracy": 73.81,
"lemma_accuracy_nomacron": 73.81,
"pos_accuracy": 82.59
},
"filter_dict": {
"lemma_accuracy": 81.26,
"lemma_accuracy_nomacron": 81.26,
"pos_accuracy": 82.59
},
"soft_dict_0.5": {
"lemma_accuracy": 78.88,
"lemma_accuracy_nomacron": 78.88,
"pos_accuracy": 82.59
},
"soft_train_0.5": {
"lemma_accuracy": 78.73,
"lemma_accuracy_nomacron": 78.73,
"pos_accuracy": 82.59
},
"soft_dict_1.0": {
"lemma_accuracy": 79.43,
"lemma_accuracy_nomacron": 79.43,
"pos_accuracy": 82.59
},
"soft_train_1.0": {
"lemma_accuracy": 78.95,
"lemma_accuracy_nomacron": 78.95,
"pos_accuracy": 82.59
},
"soft_dict_2.0": {
"lemma_accuracy": 80.48,
"lemma_accuracy_nomacron": 80.48,
"pos_accuracy": 82.59
},
"soft_train_2.0": {
"lemma_accuracy": 79.19,
"lemma_accuracy_nomacron": 79.19,
"pos_accuracy": 82.59
},
"soft_dict_4.0": {
"lemma_accuracy": 81.45,
"lemma_accuracy_nomacron": 81.45,
"pos_accuracy": 82.59
},
"soft_train_4.0": {
"lemma_accuracy": 78.7,
"lemma_accuracy_nomacron": 78.7,
"pos_accuracy": 82.59
},
"soft_dict_8.0": {
"lemma_accuracy": 81.26,
"lemma_accuracy_nomacron": 81.26,
"pos_accuracy": 82.59
},
"soft_train_8.0": {
"lemma_accuracy": 73.81,
"lemma_accuracy_nomacron": 73.81,
"pos_accuracy": 82.59
},
"soft_dict_16.0": {
"lemma_accuracy": 81.26,
"lemma_accuracy_nomacron": 81.26,
"pos_accuracy": 82.59
},
"soft_train_16.0": {
"lemma_accuracy": 73.81,
"lemma_accuracy_nomacron": 73.81,
"pos_accuracy": 82.59
}
}
}
}
},
"C14_expert": {
"checkpoint": "../experiments/C14_expert/best_model.pt",
"label": "C14_expert",
"beam_size": 10,
"universe": "revised6",
"splits": {
"dev": {
"n": 10506,
"oracle_in_beam": 95.63,
"strategies": {
"beam_top1": {
"lemma_accuracy": 78.76,
"lemma_accuracy_nomacron": 78.76,
"pos_accuracy": 82.45
},
"filter_train": {
"lemma_accuracy": 73.8,
"lemma_accuracy_nomacron": 73.8,
"pos_accuracy": 82.45
},
"filter_dict": {
"lemma_accuracy": 81.89,
"lemma_accuracy_nomacron": 81.89,
"pos_accuracy": 82.45
},
"soft_dict_0.5": {
"lemma_accuracy": 79.41,
"lemma_accuracy_nomacron": 79.41,
"pos_accuracy": 82.45
},
"soft_train_0.5": {
"lemma_accuracy": 79.02,
"lemma_accuracy_nomacron": 79.02,
"pos_accuracy": 82.45
},
"soft_dict_1.0": {
"lemma_accuracy": 79.95,
"lemma_accuracy_nomacron": 79.95,
"pos_accuracy": 82.45
},
"soft_train_1.0": {
"lemma_accuracy": 79.23,
"lemma_accuracy_nomacron": 79.23,
"pos_accuracy": 82.45
},
"soft_dict_2.0": {
"lemma_accuracy": 80.82,
"lemma_accuracy_nomacron": 80.82,
"pos_accuracy": 82.45
},
"soft_train_2.0": {
"lemma_accuracy": 79.44,
"lemma_accuracy_nomacron": 79.44,
"pos_accuracy": 82.45
},
"soft_dict_4.0": {
"lemma_accuracy": 82.22,
"lemma_accuracy_nomacron": 82.22,
"pos_accuracy": 82.45
},
"soft_train_4.0": {
"lemma_accuracy": 79.15,
"lemma_accuracy_nomacron": 79.15,
"pos_accuracy": 82.45
},
"soft_dict_8.0": {
"lemma_accuracy": 81.89,
"lemma_accuracy_nomacron": 81.89,
"pos_accuracy": 82.45
},
"soft_train_8.0": {
"lemma_accuracy": 73.8,
"lemma_accuracy_nomacron": 73.8,
"pos_accuracy": 82.45
},
"soft_dict_16.0": {
"lemma_accuracy": 81.89,
"lemma_accuracy_nomacron": 81.89,
"pos_accuracy": 82.45
},
"soft_train_16.0": {
"lemma_accuracy": 73.8,
"lemma_accuracy_nomacron": 73.8,
"pos_accuracy": 82.45
}
}
},
"test": {
"n": 10507,
"oracle_in_beam": 95.23,
"strategies": {
"beam_top1": {
"lemma_accuracy": 78.3,
"lemma_accuracy_nomacron": 78.3,
"pos_accuracy": 82.78
},
"filter_train": {
"lemma_accuracy": 73.1,
"lemma_accuracy_nomacron": 73.1,
"pos_accuracy": 82.78
},
"filter_dict": {
"lemma_accuracy": 81.3,
"lemma_accuracy_nomacron": 81.3,
"pos_accuracy": 82.78
},
"soft_dict_0.5": {
"lemma_accuracy": 78.87,
"lemma_accuracy_nomacron": 78.87,
"pos_accuracy": 82.78
},
"soft_train_0.5": {
"lemma_accuracy": 78.55,
"lemma_accuracy_nomacron": 78.55,
"pos_accuracy": 82.78
},
"soft_dict_1.0": {
"lemma_accuracy": 79.38,
"lemma_accuracy_nomacron": 79.38,
"pos_accuracy": 82.78
},
"soft_train_1.0": {
"lemma_accuracy": 78.73,
"lemma_accuracy_nomacron": 78.73,
"pos_accuracy": 82.78
},
"soft_dict_2.0": {
"lemma_accuracy": 80.27,
"lemma_accuracy_nomacron": 80.27,
"pos_accuracy": 82.78
},
"soft_train_2.0": {
"lemma_accuracy": 79.09,
"lemma_accuracy_nomacron": 79.09,
"pos_accuracy": 82.78
},
"soft_dict_4.0": {
"lemma_accuracy": 81.45,
"lemma_accuracy_nomacron": 81.45,
"pos_accuracy": 82.78
},
"soft_train_4.0": {
"lemma_accuracy": 78.84,
"lemma_accuracy_nomacron": 78.84,
"pos_accuracy": 82.78
},
"soft_dict_8.0": {
"lemma_accuracy": 81.3,
"lemma_accuracy_nomacron": 81.3,
"pos_accuracy": 82.78
},
"soft_train_8.0": {
"lemma_accuracy": 73.1,
"lemma_accuracy_nomacron": 73.1,
"pos_accuracy": 82.78
},
"soft_dict_16.0": {
"lemma_accuracy": 81.3,
"lemma_accuracy_nomacron": 81.3,
"pos_accuracy": 82.78
},
"soft_train_16.0": {
"lemma_accuracy": 73.1,
"lemma_accuracy_nomacron": 73.1,
"pos_accuracy": 82.78
}
}
}
}
},
"C15_canonical": {
"checkpoint": "../experiments/C15_canonical/best_model.pt",
"label": "C15_canonical",
"beam_size": 10,
"universe": "revised7",
"splits": {
"dev": {
"n": 10506,
"oracle_in_beam": 95.49,
"strategies": {
"beam_top1": {
"lemma_accuracy": 78.81,
"lemma_accuracy_nomacron": 78.81,
"pos_accuracy": 82.39
},
"filter_train": {
"lemma_accuracy": 73.23,
"lemma_accuracy_nomacron": 73.23,
"pos_accuracy": 82.39
},
"filter_dict": {
"lemma_accuracy": 81.56,
"lemma_accuracy_nomacron": 81.56,
"pos_accuracy": 82.39
},
"soft_dict_0.5": {
"lemma_accuracy": 79.39,
"lemma_accuracy_nomacron": 79.39,
"pos_accuracy": 82.39
},
"soft_train_0.5": {
"lemma_accuracy": 79.09,
"lemma_accuracy_nomacron": 79.09,
"pos_accuracy": 82.39
},
"soft_dict_1.0": {
"lemma_accuracy": 79.88,
"lemma_accuracy_nomacron": 79.88,
"pos_accuracy": 82.39
},
"soft_train_1.0": {
"lemma_accuracy": 79.26,
"lemma_accuracy_nomacron": 79.26,
"pos_accuracy": 82.39
},
"soft_dict_2.0": {
"lemma_accuracy": 80.7,
"lemma_accuracy_nomacron": 80.7,
"pos_accuracy": 82.39
},
"soft_train_2.0": {
"lemma_accuracy": 79.48,
"lemma_accuracy_nomacron": 79.48,
"pos_accuracy": 82.39
},
"soft_dict_4.0": {
"lemma_accuracy": 81.8,
"lemma_accuracy_nomacron": 81.8,
"pos_accuracy": 82.39
},
"soft_train_4.0": {
"lemma_accuracy": 79.18,
"lemma_accuracy_nomacron": 79.18,
"pos_accuracy": 82.39
},
"soft_dict_8.0": {
"lemma_accuracy": 81.56,
"lemma_accuracy_nomacron": 81.56,
"pos_accuracy": 82.39
},
"soft_train_8.0": {
"lemma_accuracy": 73.23,
"lemma_accuracy_nomacron": 73.23,
"pos_accuracy": 82.39
},
"soft_dict_16.0": {
"lemma_accuracy": 81.56,
"lemma_accuracy_nomacron": 81.56,
"pos_accuracy": 82.39
},
"soft_train_16.0": {
"lemma_accuracy": 73.23,
"lemma_accuracy_nomacron": 73.23,
"pos_accuracy": 82.39
}
}
},
"test": {
"n": 10507,
"oracle_in_beam": 95.37,
"strategies": {
"beam_top1": {
"lemma_accuracy": 78.51,
"lemma_accuracy_nomacron": 78.51,
"pos_accuracy": 82.79
},
"filter_train": {
"lemma_accuracy": 73.0,
"lemma_accuracy_nomacron": 73.0,
"pos_accuracy": 82.79
},
"filter_dict": {
"lemma_accuracy": 81.44,
"lemma_accuracy_nomacron": 81.44,
"pos_accuracy": 82.79
},
"soft_dict_0.5": {
"lemma_accuracy": 78.95,
"lemma_accuracy_nomacron": 78.95,
"pos_accuracy": 82.79
},
"soft_train_0.5": {
"lemma_accuracy": 78.74,
"lemma_accuracy_nomacron": 78.74,
"pos_accuracy": 82.79
},
"soft_dict_1.0": {
"lemma_accuracy": 79.4,
"lemma_accuracy_nomacron": 79.4,
"pos_accuracy": 82.79
},
"soft_train_1.0": {
"lemma_accuracy": 78.9,
"lemma_accuracy_nomacron": 78.9,
"pos_accuracy": 82.79
},
"soft_dict_2.0": {
"lemma_accuracy": 80.41,
"lemma_accuracy_nomacron": 80.41,
"pos_accuracy": 82.79
},
"soft_train_2.0": {
"lemma_accuracy": 79.35,
"lemma_accuracy_nomacron": 79.35,
"pos_accuracy": 82.79
},
"soft_dict_4.0": {
"lemma_accuracy": 81.57,
"lemma_accuracy_nomacron": 81.57,
"pos_accuracy": 82.79
},
"soft_train_4.0": {
"lemma_accuracy": 79.08,
"lemma_accuracy_nomacron": 79.08,
"pos_accuracy": 82.79
},
"soft_dict_8.0": {
"lemma_accuracy": 81.44,
"lemma_accuracy_nomacron": 81.44,
"pos_accuracy": 82.79
},
"soft_train_8.0": {
"lemma_accuracy": 73.0,
"lemma_accuracy_nomacron": 73.0,
"pos_accuracy": 82.79
},
"soft_dict_16.0": {
"lemma_accuracy": 81.44,
"lemma_accuracy_nomacron": 81.44,
"pos_accuracy": 82.79
},
"soft_train_16.0": {
"lemma_accuracy": 73.0,
"lemma_accuracy_nomacron": 73.0,
"pos_accuracy": 82.79
}
}
}
}
},
"C1_variant": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C1_variant/best_model.pt",
"label": "C1_variant",
"beam_size": 10,
"universe": "original",
"splits": {
"dev": {
"n": 10506,
"oracle_in_beam": 93.27,
"strategies": {
"beam_top1": {
"lemma_accuracy": 69.08,
"lemma_accuracy_nomacron": 73.58,
"pos_accuracy": 82.53
},
"filter_train": {
"lemma_accuracy": 64.57,
"lemma_accuracy_nomacron": 69.33,
"pos_accuracy": 82.53
},
"filter_dict": {
"lemma_accuracy": 67.49,
"lemma_accuracy_nomacron": 74.38,
"pos_accuracy": 82.53
},
"soft_dict_0.5": {
"lemma_accuracy": 69.6,
"lemma_accuracy_nomacron": 74.07,
"pos_accuracy": 82.53
},
"soft_train_0.5": {
"lemma_accuracy": 69.36,
"lemma_accuracy_nomacron": 73.86,
"pos_accuracy": 82.53
},
"soft_dict_1.0": {
"lemma_accuracy": 69.84,
"lemma_accuracy_nomacron": 74.44,
"pos_accuracy": 82.53
},
"soft_train_1.0": {
"lemma_accuracy": 69.4,
"lemma_accuracy_nomacron": 73.96,
"pos_accuracy": 82.53
},
"soft_dict_2.0": {
"lemma_accuracy": 70.16,
"lemma_accuracy_nomacron": 75.05,
"pos_accuracy": 82.53
},
"soft_train_2.0": {
"lemma_accuracy": 69.41,
"lemma_accuracy_nomacron": 74.14,
"pos_accuracy": 82.53
},
"soft_dict_4.0": {
"lemma_accuracy": 69.58,
"lemma_accuracy_nomacron": 75.59,
"pos_accuracy": 82.53
},
"soft_train_4.0": {
"lemma_accuracy": 68.88,
"lemma_accuracy_nomacron": 73.67,
"pos_accuracy": 82.53
},
"soft_dict_8.0": {
"lemma_accuracy": 67.49,
"lemma_accuracy_nomacron": 74.38,
"pos_accuracy": 82.53
},
"soft_train_8.0": {
"lemma_accuracy": 64.57,
"lemma_accuracy_nomacron": 69.33,
"pos_accuracy": 82.53
},
"soft_dict_16.0": {
"lemma_accuracy": 67.49,
"lemma_accuracy_nomacron": 74.38,
"pos_accuracy": 82.53
},
"soft_train_16.0": {
"lemma_accuracy": 64.57,
"lemma_accuracy_nomacron": 69.33,
"pos_accuracy": 82.53
},
"macron_dict": {
"lemma_accuracy": 55.08,
"lemma_accuracy_nomacron": 73.58,
"pos_accuracy": 82.53
},
"macron_corpus": {
"lemma_accuracy": 66.13,
"lemma_accuracy_nomacron": 73.58,
"pos_accuracy": 82.53
},
"soft_dict_1.0+macron_corpus": {
"lemma_accuracy": 67.01,
"lemma_accuracy_nomacron": 74.44,
"pos_accuracy": 82.53
}
}
},
"test": {
"n": 10507,
"oracle_in_beam": 93.26,
"strategies": {
"beam_top1": {
"lemma_accuracy": 68.18,
"lemma_accuracy_nomacron": 72.97,
"pos_accuracy": 82.68
},
"filter_train": {
"lemma_accuracy": 63.91,
"lemma_accuracy_nomacron": 69.01,
"pos_accuracy": 82.68
},
"filter_dict": {
"lemma_accuracy": 66.72,
"lemma_accuracy_nomacron": 73.88,
"pos_accuracy": 82.68
},
"soft_dict_0.5": {
"lemma_accuracy": 68.54,
"lemma_accuracy_nomacron": 73.45,
"pos_accuracy": 82.68
},
"soft_train_0.5": {
"lemma_accuracy": 68.47,
"lemma_accuracy_nomacron": 73.29,
"pos_accuracy": 82.68
},
"soft_dict_1.0": {
"lemma_accuracy": 68.96,
"lemma_accuracy_nomacron": 73.86,
"pos_accuracy": 82.68
},
"soft_train_1.0": {
"lemma_accuracy": 68.57,
"lemma_accuracy_nomacron": 73.43,
"pos_accuracy": 82.68
},
"soft_dict_2.0": {
"lemma_accuracy": 69.39,
"lemma_accuracy_nomacron": 74.62,
"pos_accuracy": 82.68
},
"soft_train_2.0": {
"lemma_accuracy": 68.75,
"lemma_accuracy_nomacron": 73.81,
"pos_accuracy": 82.68
},
"soft_dict_4.0": {
"lemma_accuracy": 68.58,
"lemma_accuracy_nomacron": 75.01,
"pos_accuracy": 82.68
},
"soft_train_4.0": {
"lemma_accuracy": 68.09,
"lemma_accuracy_nomacron": 73.29,
"pos_accuracy": 82.68
},
"soft_dict_8.0": {
"lemma_accuracy": 66.72,
"lemma_accuracy_nomacron": 73.88,
"pos_accuracy": 82.68
},
"soft_train_8.0": {
"lemma_accuracy": 63.91,
"lemma_accuracy_nomacron": 69.01,
"pos_accuracy": 82.68
},
"soft_dict_16.0": {
"lemma_accuracy": 66.72,
"lemma_accuracy_nomacron": 73.88,
"pos_accuracy": 82.68
},
"soft_train_16.0": {
"lemma_accuracy": 63.91,
"lemma_accuracy_nomacron": 69.01,
"pos_accuracy": 82.68
},
"macron_dict": {
"lemma_accuracy": 55.18,
"lemma_accuracy_nomacron": 72.97,
"pos_accuracy": 82.68
},
"macron_corpus": {
"lemma_accuracy": 65.17,
"lemma_accuracy_nomacron": 72.97,
"pos_accuracy": 82.68
},
"soft_dict_1.0+macron_corpus": {
"lemma_accuracy": 66.11,
"lemma_accuracy_nomacron": 73.86,
"pos_accuracy": 82.68
}
}
}
}
},
"C5_normalised": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C5_normalised/best_model.pt",
"label": "C5_normalised",
"beam_size": 10,
"universe": "normalised",
"splits": {
"dev": {
"n": 10506,
"oracle_in_beam": 94.48,
"strategies": {
"beam_top1": {
"lemma_accuracy": 74.96,
"lemma_accuracy_nomacron": 74.96,
"pos_accuracy": 82.72
},
"filter_train": {
"lemma_accuracy": 69.92,
"lemma_accuracy_nomacron": 69.92,
"pos_accuracy": 82.72
},
"filter_dict": {
"lemma_accuracy": 77.16,
"lemma_accuracy_nomacron": 77.16,
"pos_accuracy": 82.72
},
"soft_dict_0.5": {
"lemma_accuracy": 75.71,
"lemma_accuracy_nomacron": 75.71,
"pos_accuracy": 82.72
},
"soft_train_0.5": {
"lemma_accuracy": 75.25,
"lemma_accuracy_nomacron": 75.25,
"pos_accuracy": 82.72
},
"soft_dict_1.0": {
"lemma_accuracy": 76.26,
"lemma_accuracy_nomacron": 76.26,
"pos_accuracy": 82.72
},
"soft_train_1.0": {
"lemma_accuracy": 75.36,
"lemma_accuracy_nomacron": 75.36,
"pos_accuracy": 82.72
},
"soft_dict_2.0": {
"lemma_accuracy": 76.97,
"lemma_accuracy_nomacron": 76.97,
"pos_accuracy": 82.72
},
"soft_train_2.0": {
"lemma_accuracy": 75.42,
"lemma_accuracy_nomacron": 75.42,
"pos_accuracy": 82.72
},
"soft_dict_4.0": {
"lemma_accuracy": 77.93,
"lemma_accuracy_nomacron": 77.93,
"pos_accuracy": 82.72
},
"soft_train_4.0": {
"lemma_accuracy": 74.69,
"lemma_accuracy_nomacron": 74.69,
"pos_accuracy": 82.72
},
"soft_dict_8.0": {
"lemma_accuracy": 77.16,
"lemma_accuracy_nomacron": 77.16,
"pos_accuracy": 82.72
},
"soft_train_8.0": {
"lemma_accuracy": 69.92,
"lemma_accuracy_nomacron": 69.92,
"pos_accuracy": 82.72
},
"soft_dict_16.0": {
"lemma_accuracy": 77.16,
"lemma_accuracy_nomacron": 77.16,
"pos_accuracy": 82.72
},
"soft_train_16.0": {
"lemma_accuracy": 69.92,
"lemma_accuracy_nomacron": 69.92,
"pos_accuracy": 82.72
}
}
},
"test": {
"n": 10507,
"oracle_in_beam": 94.43,
"strategies": {
"beam_top1": {
"lemma_accuracy": 74.65,
"lemma_accuracy_nomacron": 74.65,
"pos_accuracy": 82.79
},
"filter_train": {
"lemma_accuracy": 69.71,
"lemma_accuracy_nomacron": 69.71,
"pos_accuracy": 82.79
},
"filter_dict": {
"lemma_accuracy": 76.72,
"lemma_accuracy_nomacron": 76.72,
"pos_accuracy": 82.79
},
"soft_dict_0.5": {
"lemma_accuracy": 75.22,
"lemma_accuracy_nomacron": 75.22,
"pos_accuracy": 82.79
},
"soft_train_0.5": {
"lemma_accuracy": 74.81,
"lemma_accuracy_nomacron": 74.81,
"pos_accuracy": 82.79
},
"soft_dict_1.0": {
"lemma_accuracy": 75.78,
"lemma_accuracy_nomacron": 75.78,
"pos_accuracy": 82.79
},
"soft_train_1.0": {
"lemma_accuracy": 75.02,
"lemma_accuracy_nomacron": 75.02,
"pos_accuracy": 82.79
},
"soft_dict_2.0": {
"lemma_accuracy": 76.66,
"lemma_accuracy_nomacron": 76.66,
"pos_accuracy": 82.79
},
"soft_train_2.0": {
"lemma_accuracy": 75.2,
"lemma_accuracy_nomacron": 75.2,
"pos_accuracy": 82.79
},
"soft_dict_4.0": {
"lemma_accuracy": 77.56,
"lemma_accuracy_nomacron": 77.56,
"pos_accuracy": 82.79
},
"soft_train_4.0": {
"lemma_accuracy": 74.65,
"lemma_accuracy_nomacron": 74.65,
"pos_accuracy": 82.79
},
"soft_dict_8.0": {
"lemma_accuracy": 76.72,
"lemma_accuracy_nomacron": 76.72,
"pos_accuracy": 82.79
},
"soft_train_8.0": {
"lemma_accuracy": 69.72,
"lemma_accuracy_nomacron": 69.72,
"pos_accuracy": 82.79
},
"soft_dict_16.0": {
"lemma_accuracy": 76.72,
"lemma_accuracy_nomacron": 76.72,
"pos_accuracy": 82.79
},
"soft_train_16.0": {
"lemma_accuracy": 69.71,
"lemma_accuracy_nomacron": 69.71,
"pos_accuracy": 82.79
}
}
}
}
},
"C6_combined_normalised": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C6_combined_normalised/best_model.pt",
"label": "C6_combined_normalised",
"beam_size": 10,
"universe": "normalised",
"splits": {
"dev": {
"n": 10506,
"oracle_in_beam": 94.84,
"strategies": {
"beam_top1": {
"lemma_accuracy": 70.61,
"lemma_accuracy_nomacron": 70.61,
"pos_accuracy": 81.48
},
"filter_train": {
"lemma_accuracy": 65.86,
"lemma_accuracy_nomacron": 65.86,
"pos_accuracy": 81.48
},
"filter_dict": {
"lemma_accuracy": 71.51,
"lemma_accuracy_nomacron": 71.51,
"pos_accuracy": 81.48
},
"soft_dict_0.5": {
"lemma_accuracy": 70.98,
"lemma_accuracy_nomacron": 70.98,
"pos_accuracy": 81.48
},
"soft_train_0.5": {
"lemma_accuracy": 71.27,
"lemma_accuracy_nomacron": 71.27,
"pos_accuracy": 81.48
},
"soft_dict_1.0": {
"lemma_accuracy": 71.26,
"lemma_accuracy_nomacron": 71.26,
"pos_accuracy": 81.48
},
"soft_train_1.0": {
"lemma_accuracy": 71.52,
"lemma_accuracy_nomacron": 71.52,
"pos_accuracy": 81.48
},
"soft_dict_2.0": {
"lemma_accuracy": 71.78,
"lemma_accuracy_nomacron": 71.78,
"pos_accuracy": 81.48
},
"soft_train_2.0": {
"lemma_accuracy": 71.33,
"lemma_accuracy_nomacron": 71.33,
"pos_accuracy": 81.48
},
"soft_dict_4.0": {
"lemma_accuracy": 72.19,
"lemma_accuracy_nomacron": 72.19,
"pos_accuracy": 81.48
},
"soft_train_4.0": {
"lemma_accuracy": 70.03,
"lemma_accuracy_nomacron": 70.03,
"pos_accuracy": 81.48
},
"soft_dict_8.0": {
"lemma_accuracy": 71.51,
"lemma_accuracy_nomacron": 71.51,
"pos_accuracy": 81.48
},
"soft_train_8.0": {
"lemma_accuracy": 65.86,
"lemma_accuracy_nomacron": 65.86,
"pos_accuracy": 81.48
},
"soft_dict_16.0": {
"lemma_accuracy": 71.51,
"lemma_accuracy_nomacron": 71.51,
"pos_accuracy": 81.48
},
"soft_train_16.0": {
"lemma_accuracy": 65.86,
"lemma_accuracy_nomacron": 65.86,
"pos_accuracy": 81.48
}
}
},
"test": {
"n": 10507,
"oracle_in_beam": 94.83,
"strategies": {
"beam_top1": {
"lemma_accuracy": 69.87,
"lemma_accuracy_nomacron": 69.87,
"pos_accuracy": 81.67
},
"filter_train": {
"lemma_accuracy": 65.89,
"lemma_accuracy_nomacron": 65.89,
"pos_accuracy": 81.67
},
"filter_dict": {
"lemma_accuracy": 71.32,
"lemma_accuracy_nomacron": 71.32,
"pos_accuracy": 81.67
},
"soft_dict_0.5": {
"lemma_accuracy": 70.52,
"lemma_accuracy_nomacron": 70.52,
"pos_accuracy": 81.67
},
"soft_train_0.5": {
"lemma_accuracy": 70.92,
"lemma_accuracy_nomacron": 70.92,
"pos_accuracy": 81.67
},
"soft_dict_1.0": {
"lemma_accuracy": 70.91,
"lemma_accuracy_nomacron": 70.91,
"pos_accuracy": 81.67
},
"soft_train_1.0": {
"lemma_accuracy": 71.31,
"lemma_accuracy_nomacron": 71.31,
"pos_accuracy": 81.67
},
"soft_dict_2.0": {
"lemma_accuracy": 71.32,
"lemma_accuracy_nomacron": 71.32,
"pos_accuracy": 81.67
},
"soft_train_2.0": {
"lemma_accuracy": 71.36,
"lemma_accuracy_nomacron": 71.36,
"pos_accuracy": 81.67
},
"soft_dict_4.0": {
"lemma_accuracy": 71.73,
"lemma_accuracy_nomacron": 71.73,
"pos_accuracy": 81.67
},
"soft_train_4.0": {
"lemma_accuracy": 70.18,
"lemma_accuracy_nomacron": 70.18,
"pos_accuracy": 81.67
},
"soft_dict_8.0": {
"lemma_accuracy": 71.32,
"lemma_accuracy_nomacron": 71.32,
"pos_accuracy": 81.67
},
"soft_train_8.0": {
"lemma_accuracy": 65.89,
"lemma_accuracy_nomacron": 65.89,
"pos_accuracy": 81.67
},
"soft_dict_16.0": {
"lemma_accuracy": 71.32,
"lemma_accuracy_nomacron": 71.32,
"pos_accuracy": 81.67
},
"soft_train_16.0": {
"lemma_accuracy": 65.89,
"lemma_accuracy_nomacron": 65.89,
"pos_accuracy": 81.67
}
}
}
}
},
"C7_variant_normalised": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C7_variant_normalised/best_model.pt",
"label": "C7_variant_normalised",
"beam_size": 10,
"universe": "normalised",
"splits": {
"dev": {
"n": 10506,
"oracle_in_beam": 94.58,
"strategies": {
"beam_top1": {
"lemma_accuracy": 75.02,
"lemma_accuracy_nomacron": 75.02,
"pos_accuracy": 82.54
},
"filter_train": {
"lemma_accuracy": 70.41,
"lemma_accuracy_nomacron": 70.41,
"pos_accuracy": 82.54
},
"filter_dict": {
"lemma_accuracy": 77.56,
"lemma_accuracy_nomacron": 77.56,
"pos_accuracy": 82.54
},
"soft_dict_0.5": {
"lemma_accuracy": 75.68,
"lemma_accuracy_nomacron": 75.68,
"pos_accuracy": 82.54
},
"soft_train_0.5": {
"lemma_accuracy": 75.26,
"lemma_accuracy_nomacron": 75.26,
"pos_accuracy": 82.54
},
"soft_dict_1.0": {
"lemma_accuracy": 76.15,
"lemma_accuracy_nomacron": 76.15,
"pos_accuracy": 82.54
},
"soft_train_1.0": {
"lemma_accuracy": 75.35,
"lemma_accuracy_nomacron": 75.35,
"pos_accuracy": 82.54
},
"soft_dict_2.0": {
"lemma_accuracy": 76.99,
"lemma_accuracy_nomacron": 76.99,
"pos_accuracy": 82.54
},
"soft_train_2.0": {
"lemma_accuracy": 75.52,
"lemma_accuracy_nomacron": 75.52,
"pos_accuracy": 82.54
},
"soft_dict_4.0": {
"lemma_accuracy": 78.21,
"lemma_accuracy_nomacron": 78.21,
"pos_accuracy": 82.54
},
"soft_train_4.0": {
"lemma_accuracy": 75.22,
"lemma_accuracy_nomacron": 75.22,
"pos_accuracy": 82.54
},
"soft_dict_8.0": {
"lemma_accuracy": 77.56,
"lemma_accuracy_nomacron": 77.56,
"pos_accuracy": 82.54
},
"soft_train_8.0": {
"lemma_accuracy": 70.41,
"lemma_accuracy_nomacron": 70.41,
"pos_accuracy": 82.54
},
"soft_dict_16.0": {
"lemma_accuracy": 77.56,
"lemma_accuracy_nomacron": 77.56,
"pos_accuracy": 82.54
},
"soft_train_16.0": {
"lemma_accuracy": 70.41,
"lemma_accuracy_nomacron": 70.41,
"pos_accuracy": 82.54
}
}
},
"test": {
"n": 10507,
"oracle_in_beam": 94.42,
"strategies": {
"beam_top1": {
"lemma_accuracy": 74.73,
"lemma_accuracy_nomacron": 74.73,
"pos_accuracy": 82.77
},
"filter_train": {
"lemma_accuracy": 69.75,
"lemma_accuracy_nomacron": 69.75,
"pos_accuracy": 82.77
},
"filter_dict": {
"lemma_accuracy": 76.86,
"lemma_accuracy_nomacron": 76.86,
"pos_accuracy": 82.77
},
"soft_dict_0.5": {
"lemma_accuracy": 75.21,
"lemma_accuracy_nomacron": 75.21,
"pos_accuracy": 82.77
},
"soft_train_0.5": {
"lemma_accuracy": 74.92,
"lemma_accuracy_nomacron": 74.92,
"pos_accuracy": 82.77
},
"soft_dict_1.0": {
"lemma_accuracy": 75.82,
"lemma_accuracy_nomacron": 75.82,
"pos_accuracy": 82.77
},
"soft_train_1.0": {
"lemma_accuracy": 75.24,
"lemma_accuracy_nomacron": 75.24,
"pos_accuracy": 82.77
},
"soft_dict_2.0": {
"lemma_accuracy": 76.77,
"lemma_accuracy_nomacron": 76.77,
"pos_accuracy": 82.77
},
"soft_train_2.0": {
"lemma_accuracy": 75.48,
"lemma_accuracy_nomacron": 75.48,
"pos_accuracy": 82.77
},
"soft_dict_4.0": {
"lemma_accuracy": 77.7,
"lemma_accuracy_nomacron": 77.7,
"pos_accuracy": 82.77
},
"soft_train_4.0": {
"lemma_accuracy": 74.96,
"lemma_accuracy_nomacron": 74.96,
"pos_accuracy": 82.77
},
"soft_dict_8.0": {
"lemma_accuracy": 76.86,
"lemma_accuracy_nomacron": 76.86,
"pos_accuracy": 82.77
},
"soft_train_8.0": {
"lemma_accuracy": 69.75,
"lemma_accuracy_nomacron": 69.75,
"pos_accuracy": 82.77
},
"soft_dict_16.0": {
"lemma_accuracy": 76.86,
"lemma_accuracy_nomacron": 76.86,
"pos_accuracy": 82.77
},
"soft_train_16.0": {
"lemma_accuracy": 69.75,
"lemma_accuracy_nomacron": 69.75,
"pos_accuracy": 82.77
}
}
}
}
},
"C8_conflictfree_normalised": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C8_conflictfree_normalised/best_model.pt",
"label": "C8_conflictfree_normalised",
"beam_size": 10,
"universe": "normalised",
"splits": {
"dev": {
"n": 10506,
"oracle_in_beam": 94.99,
"strategies": {
"beam_top1": {
"lemma_accuracy": 75.02,
"lemma_accuracy_nomacron": 75.02,
"pos_accuracy": 82.65
},
"filter_train": {
"lemma_accuracy": 69.32,
"lemma_accuracy_nomacron": 69.32,
"pos_accuracy": 82.65
},
"filter_dict": {
"lemma_accuracy": 75.66,
"lemma_accuracy_nomacron": 75.66,
"pos_accuracy": 82.65
},
"soft_dict_0.5": {
"lemma_accuracy": 75.43,
"lemma_accuracy_nomacron": 75.43,
"pos_accuracy": 82.65
},
"soft_train_0.5": {
"lemma_accuracy": 75.5,
"lemma_accuracy_nomacron": 75.5,
"pos_accuracy": 82.65
},
"soft_dict_1.0": {
"lemma_accuracy": 75.72,
"lemma_accuracy_nomacron": 75.72,
"pos_accuracy": 82.65
},
"soft_train_1.0": {
"lemma_accuracy": 75.54,
"lemma_accuracy_nomacron": 75.54,
"pos_accuracy": 82.65
},
"soft_dict_2.0": {
"lemma_accuracy": 76.17,
"lemma_accuracy_nomacron": 76.17,
"pos_accuracy": 82.65
},
"soft_train_2.0": {
"lemma_accuracy": 75.42,
"lemma_accuracy_nomacron": 75.42,
"pos_accuracy": 82.65
},
"soft_dict_4.0": {
"lemma_accuracy": 76.53,
"lemma_accuracy_nomacron": 76.53,
"pos_accuracy": 82.65
},
"soft_train_4.0": {
"lemma_accuracy": 74.26,
"lemma_accuracy_nomacron": 74.26,
"pos_accuracy": 82.65
},
"soft_dict_8.0": {
"lemma_accuracy": 75.66,
"lemma_accuracy_nomacron": 75.66,
"pos_accuracy": 82.65
},
"soft_train_8.0": {
"lemma_accuracy": 69.32,
"lemma_accuracy_nomacron": 69.32,
"pos_accuracy": 82.65
},
"soft_dict_16.0": {
"lemma_accuracy": 75.66,
"lemma_accuracy_nomacron": 75.66,
"pos_accuracy": 82.65
},
"soft_train_16.0": {
"lemma_accuracy": 69.32,
"lemma_accuracy_nomacron": 69.32,
"pos_accuracy": 82.65
}
}
},
"test": {
"n": 10507,
"oracle_in_beam": 94.73,
"strategies": {
"beam_top1": {
"lemma_accuracy": 73.96,
"lemma_accuracy_nomacron": 73.96,
"pos_accuracy": 82.82
},
"filter_train": {
"lemma_accuracy": 68.82,
"lemma_accuracy_nomacron": 68.82,
"pos_accuracy": 82.82
},
"filter_dict": {
"lemma_accuracy": 74.98,
"lemma_accuracy_nomacron": 74.98,
"pos_accuracy": 82.82
},
"soft_dict_0.5": {
"lemma_accuracy": 74.44,
"lemma_accuracy_nomacron": 74.44,
"pos_accuracy": 82.82
},
"soft_train_0.5": {
"lemma_accuracy": 74.51,
"lemma_accuracy_nomacron": 74.51,
"pos_accuracy": 82.82
},
"soft_dict_1.0": {
"lemma_accuracy": 74.79,
"lemma_accuracy_nomacron": 74.79,
"pos_accuracy": 82.82
},
"soft_train_1.0": {
"lemma_accuracy": 74.63,
"lemma_accuracy_nomacron": 74.63,
"pos_accuracy": 82.82
},
"soft_dict_2.0": {
"lemma_accuracy": 75.31,
"lemma_accuracy_nomacron": 75.31,
"pos_accuracy": 82.82
},
"soft_train_2.0": {
"lemma_accuracy": 74.73,
"lemma_accuracy_nomacron": 74.73,
"pos_accuracy": 82.82
},
"soft_dict_4.0": {
"lemma_accuracy": 75.72,
"lemma_accuracy_nomacron": 75.72,
"pos_accuracy": 82.82
},
"soft_train_4.0": {
"lemma_accuracy": 73.86,
"lemma_accuracy_nomacron": 73.86,
"pos_accuracy": 82.82
},
"soft_dict_8.0": {
"lemma_accuracy": 74.98,
"lemma_accuracy_nomacron": 74.98,
"pos_accuracy": 82.82
},
"soft_train_8.0": {
"lemma_accuracy": 68.82,
"lemma_accuracy_nomacron": 68.82,
"pos_accuracy": 82.82
},
"soft_dict_16.0": {
"lemma_accuracy": 74.98,
"lemma_accuracy_nomacron": 74.98,
"pos_accuracy": 82.82
},
"soft_train_16.0": {
"lemma_accuracy": 68.82,
"lemma_accuracy_nomacron": 68.82,
"pos_accuracy": 82.82
}
}
}
}
},
"C9_unseenonly_normalised": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/experiments/C9_unseenonly_normalised/best_model.pt",
"label": "C9_unseenonly_normalised",
"beam_size": 10,
"universe": "normalised",
"splits": {
"dev": {
"n": 10506,
"oracle_in_beam": 95.12,
"strategies": {
"beam_top1": {
"lemma_accuracy": 74.45,
"lemma_accuracy_nomacron": 74.45,
"pos_accuracy": 83.36
},
"filter_train": {
"lemma_accuracy": 68.75,
"lemma_accuracy_nomacron": 68.75,
"pos_accuracy": 83.36
},
"filter_dict": {
"lemma_accuracy": 75.0,
"lemma_accuracy_nomacron": 75.0,
"pos_accuracy": 83.36
},
"soft_dict_0.5": {
"lemma_accuracy": 75.0,
"lemma_accuracy_nomacron": 75.0,
"pos_accuracy": 83.36
},
"soft_train_0.5": {
"lemma_accuracy": 74.87,
"lemma_accuracy_nomacron": 74.87,
"pos_accuracy": 83.36
},
"soft_dict_1.0": {
"lemma_accuracy": 75.37,
"lemma_accuracy_nomacron": 75.37,
"pos_accuracy": 83.36
},
"soft_train_1.0": {
"lemma_accuracy": 75.06,
"lemma_accuracy_nomacron": 75.06,
"pos_accuracy": 83.36
},
"soft_dict_2.0": {
"lemma_accuracy": 75.67,
"lemma_accuracy_nomacron": 75.67,
"pos_accuracy": 83.36
},
"soft_train_2.0": {
"lemma_accuracy": 74.78,
"lemma_accuracy_nomacron": 74.78,
"pos_accuracy": 83.36
},
"soft_dict_4.0": {
"lemma_accuracy": 76.01,
"lemma_accuracy_nomacron": 76.01,
"pos_accuracy": 83.36
},
"soft_train_4.0": {
"lemma_accuracy": 73.73,
"lemma_accuracy_nomacron": 73.73,
"pos_accuracy": 83.36
},
"soft_dict_8.0": {
"lemma_accuracy": 75.0,
"lemma_accuracy_nomacron": 75.0,
"pos_accuracy": 83.36
},
"soft_train_8.0": {
"lemma_accuracy": 68.75,
"lemma_accuracy_nomacron": 68.75,
"pos_accuracy": 83.36
},
"soft_dict_16.0": {
"lemma_accuracy": 75.0,
"lemma_accuracy_nomacron": 75.0,
"pos_accuracy": 83.36
},
"soft_train_16.0": {
"lemma_accuracy": 68.75,
"lemma_accuracy_nomacron": 68.75,
"pos_accuracy": 83.36
}
}
},
"test": {
"n": 10507,
"oracle_in_beam": 95.1,
"strategies": {
"beam_top1": {
"lemma_accuracy": 73.81,
"lemma_accuracy_nomacron": 73.81,
"pos_accuracy": 83.14
},
"filter_train": {
"lemma_accuracy": 68.78,
"lemma_accuracy_nomacron": 68.78,
"pos_accuracy": 83.14
},
"filter_dict": {
"lemma_accuracy": 74.58,
"lemma_accuracy_nomacron": 74.58,
"pos_accuracy": 83.14
},
"soft_dict_0.5": {
"lemma_accuracy": 74.2,
"lemma_accuracy_nomacron": 74.2,
"pos_accuracy": 83.14
},
"soft_train_0.5": {
"lemma_accuracy": 74.33,
"lemma_accuracy_nomacron": 74.33,
"pos_accuracy": 83.14
},
"soft_dict_1.0": {
"lemma_accuracy": 74.58,
"lemma_accuracy_nomacron": 74.58,
"pos_accuracy": 83.14
},
"soft_train_1.0": {
"lemma_accuracy": 74.55,
"lemma_accuracy_nomacron": 74.55,
"pos_accuracy": 83.14
},
"soft_dict_2.0": {
"lemma_accuracy": 75.18,
"lemma_accuracy_nomacron": 75.18,
"pos_accuracy": 83.14
},
"soft_train_2.0": {
"lemma_accuracy": 74.74,
"lemma_accuracy_nomacron": 74.74,
"pos_accuracy": 83.14
},
"soft_dict_4.0": {
"lemma_accuracy": 75.43,
"lemma_accuracy_nomacron": 75.43,
"pos_accuracy": 83.14
},
"soft_train_4.0": {
"lemma_accuracy": 73.78,
"lemma_accuracy_nomacron": 73.78,
"pos_accuracy": 83.14
},
"soft_dict_8.0": {
"lemma_accuracy": 74.58,
"lemma_accuracy_nomacron": 74.58,
"pos_accuracy": 83.14
},
"soft_train_8.0": {
"lemma_accuracy": 68.78,
"lemma_accuracy_nomacron": 68.78,
"pos_accuracy": 83.14
},
"soft_dict_16.0": {
"lemma_accuracy": 74.58,
"lemma_accuracy_nomacron": 74.58,
"pos_accuracy": 83.14
},
"soft_train_16.0": {
"lemma_accuracy": 68.78,
"lemma_accuracy_nomacron": 68.78,
"pos_accuracy": 83.14
}
}
}
}
},
"baseline_published": {
"checkpoint": "/Users/jamartin/OE_lemmatiser_retrain/baseline_project/experiments/checkpoints/improved_v2/best_model.pt",
"label": "baseline_published",
"beam_size": 10,
"universe": "original",
"splits": {
"dev": {
"n": 10506,
"oracle_in_beam": 93.3,
"strategies": {
"beam_top1": {
"lemma_accuracy": 69.06,
"lemma_accuracy_nomacron": 73.46,
"pos_accuracy": 82.12
},
"filter_train": {
"lemma_accuracy": 64.29,
"lemma_accuracy_nomacron": 69.07,
"pos_accuracy": 82.12
},
"filter_dict": {
"lemma_accuracy": 67.31,
"lemma_accuracy_nomacron": 74.11,
"pos_accuracy": 82.12
},
"soft_dict_0.5": {
"lemma_accuracy": 69.57,
"lemma_accuracy_nomacron": 74.03,
"pos_accuracy": 82.12
},
"soft_train_0.5": {
"lemma_accuracy": 69.27,
"lemma_accuracy_nomacron": 73.72,
"pos_accuracy": 82.12
},
"soft_dict_1.0": {
"lemma_accuracy": 69.94,
"lemma_accuracy_nomacron": 74.46,
"pos_accuracy": 82.12
},
"soft_train_1.0": {
"lemma_accuracy": 69.4,
"lemma_accuracy_nomacron": 73.91,
"pos_accuracy": 82.12
},
"soft_dict_2.0": {
"lemma_accuracy": 70.1,
"lemma_accuracy_nomacron": 74.97,
"pos_accuracy": 82.12
},
"soft_train_2.0": {
"lemma_accuracy": 69.15,
"lemma_accuracy_nomacron": 73.8,
"pos_accuracy": 82.12
},
"soft_dict_4.0": {
"lemma_accuracy": 69.25,
"lemma_accuracy_nomacron": 75.23,
"pos_accuracy": 82.12
},
"soft_train_4.0": {
"lemma_accuracy": 68.3,
"lemma_accuracy_nomacron": 73.07,
"pos_accuracy": 82.12
},
"soft_dict_8.0": {
"lemma_accuracy": 67.31,
"lemma_accuracy_nomacron": 74.11,
"pos_accuracy": 82.12
},
"soft_train_8.0": {
"lemma_accuracy": 64.29,
"lemma_accuracy_nomacron": 69.07,
"pos_accuracy": 82.12
},
"soft_dict_16.0": {
"lemma_accuracy": 67.31,
"lemma_accuracy_nomacron": 74.11,
"pos_accuracy": 82.12
},
"soft_train_16.0": {
"lemma_accuracy": 64.29,
"lemma_accuracy_nomacron": 69.07,
"pos_accuracy": 82.12
},
"macron_dict": {
"lemma_accuracy": 55.06,
"lemma_accuracy_nomacron": 73.46,
"pos_accuracy": 82.12
},
"macron_corpus": {
"lemma_accuracy": 66.19,
"lemma_accuracy_nomacron": 73.46,
"pos_accuracy": 82.12
},
"soft_dict_1.0+macron_corpus": {
"lemma_accuracy": 67.2,
"lemma_accuracy_nomacron": 74.46,
"pos_accuracy": 82.12
}
}
},
"test": {
"n": 10507,
"oracle_in_beam": 92.98,
"strategies": {
"beam_top1": {
"lemma_accuracy": 68.21,
"lemma_accuracy_nomacron": 72.76,
"pos_accuracy": 82.75
},
"filter_train": {
"lemma_accuracy": 63.84,
"lemma_accuracy_nomacron": 68.78,
"pos_accuracy": 82.75
},
"filter_dict": {
"lemma_accuracy": 66.44,
"lemma_accuracy_nomacron": 73.45,
"pos_accuracy": 82.75
},
"soft_dict_0.5": {
"lemma_accuracy": 68.87,
"lemma_accuracy_nomacron": 73.41,
"pos_accuracy": 82.75
},
"soft_train_0.5": {
"lemma_accuracy": 68.53,
"lemma_accuracy_nomacron": 73.16,
"pos_accuracy": 82.75
},
"soft_dict_1.0": {
"lemma_accuracy": 69.12,
"lemma_accuracy_nomacron": 73.85,
"pos_accuracy": 82.75
},
"soft_train_1.0": {
"lemma_accuracy": 68.67,
"lemma_accuracy_nomacron": 73.41,
"pos_accuracy": 82.75
},
"soft_dict_2.0": {
"lemma_accuracy": 69.45,
"lemma_accuracy_nomacron": 74.38,
"pos_accuracy": 82.75
},
"soft_train_2.0": {
"lemma_accuracy": 68.6,
"lemma_accuracy_nomacron": 73.46,
"pos_accuracy": 82.75
},
"soft_dict_4.0": {
"lemma_accuracy": 68.38,
"lemma_accuracy_nomacron": 74.62,
"pos_accuracy": 82.75
},
"soft_train_4.0": {
"lemma_accuracy": 67.78,
"lemma_accuracy_nomacron": 72.8,
"pos_accuracy": 82.75
},
"soft_dict_8.0": {
"lemma_accuracy": 66.44,
"lemma_accuracy_nomacron": 73.45,
"pos_accuracy": 82.75
},
"soft_train_8.0": {
"lemma_accuracy": 63.84,
"lemma_accuracy_nomacron": 68.78,
"pos_accuracy": 82.75
},
"soft_dict_16.0": {
"lemma_accuracy": 66.44,
"lemma_accuracy_nomacron": 73.45,
"pos_accuracy": 82.75
},
"soft_train_16.0": {
"lemma_accuracy": 63.84,
"lemma_accuracy_nomacron": 68.78,
"pos_accuracy": 82.75
},
"macron_dict": {
"lemma_accuracy": 55.11,
"lemma_accuracy_nomacron": 72.76,
"pos_accuracy": 82.75
},
"macron_corpus": {
"lemma_accuracy": 65.03,
"lemma_accuracy_nomacron": 72.76,
"pos_accuracy": 82.75
},
"soft_dict_1.0+macron_corpus": {
"lemma_accuracy": 66.11,
"lemma_accuracy_nomacron": 73.85,
"pos_accuracy": 82.75
}
}
}
}
}
}
}