Upload model files
Browse files- config.json +192 -0
- optimizer.pt +3 -0
- pytorch_model.bin +3 -0
- rng_state.pth +3 -0
- scheduler.pt +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +14 -0
- trainer_state.json +1808 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
config.json
ADDED
|
@@ -0,0 +1,192 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "bert-base-uncased",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"BertForSpanClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"classifier_dropout": null,
|
| 8 |
+
"gradient_checkpointing": false,
|
| 9 |
+
"hidden_act": "gelu",
|
| 10 |
+
"hidden_dropout_prob": 0.1,
|
| 11 |
+
"hidden_size": 768,
|
| 12 |
+
"id2label": {
|
| 13 |
+
"0": "O",
|
| 14 |
+
"1": "B-AminoAcidPeptideOrProtein",
|
| 15 |
+
"2": "I-AminoAcidPeptideOrProtein",
|
| 16 |
+
"3": "B-AnatomicalAbnormality",
|
| 17 |
+
"4": "I-AnatomicalAbnormality",
|
| 18 |
+
"5": "B-Bacterium",
|
| 19 |
+
"6": "I-Bacterium",
|
| 20 |
+
"7": "B-BiologicFunction",
|
| 21 |
+
"8": "I-BiologicFunction",
|
| 22 |
+
"9": "B-BiologicallyActiveSubstance",
|
| 23 |
+
"10": "I-BiologicallyActiveSubstance",
|
| 24 |
+
"11": "B-BiomedicalOccupationOrDiscipline",
|
| 25 |
+
"12": "I-BiomedicalOccupationOrDiscipline",
|
| 26 |
+
"13": "B-BodyPartOrganOrOrganComponent",
|
| 27 |
+
"14": "I-BodyPartOrganOrOrganComponent",
|
| 28 |
+
"15": "B-Cell",
|
| 29 |
+
"16": "I-Cell",
|
| 30 |
+
"17": "B-CellComponent",
|
| 31 |
+
"18": "I-CellComponent",
|
| 32 |
+
"19": "B-CellFunction",
|
| 33 |
+
"20": "I-CellFunction",
|
| 34 |
+
"21": "B-CellOrMolecularDysfunction",
|
| 35 |
+
"22": "I-CellOrMolecularDysfunction",
|
| 36 |
+
"23": "B-Chemical",
|
| 37 |
+
"24": "I-Chemical",
|
| 38 |
+
"25": "B-ClinicalAttribute",
|
| 39 |
+
"26": "I-ClinicalAttribute",
|
| 40 |
+
"27": "B-DiseaseOrSyndrome",
|
| 41 |
+
"28": "I-DiseaseOrSyndrome",
|
| 42 |
+
"29": "B-EmbryonicStructure",
|
| 43 |
+
"30": "I-EmbryonicStructure",
|
| 44 |
+
"31": "B-EnvironmentalEffectOfHumans",
|
| 45 |
+
"32": "I-EnvironmentalEffectOfHumans",
|
| 46 |
+
"33": "B-Eukaryote",
|
| 47 |
+
"34": "I-Eukaryote",
|
| 48 |
+
"35": "B-ExperimentalModelOfDisease",
|
| 49 |
+
"36": "I-ExperimentalModelOfDisease",
|
| 50 |
+
"37": "B-Finding",
|
| 51 |
+
"38": "I-Finding",
|
| 52 |
+
"39": "B-GeneOrGenome",
|
| 53 |
+
"40": "I-GeneOrGenome",
|
| 54 |
+
"41": "B-HealthCareActivity",
|
| 55 |
+
"42": "I-HealthCareActivity",
|
| 56 |
+
"43": "B-HealthCareRelatedOrganization",
|
| 57 |
+
"44": "I-HealthCareRelatedOrganization",
|
| 58 |
+
"45": "B-IndividualBehavior",
|
| 59 |
+
"46": "I-IndividualBehavior",
|
| 60 |
+
"47": "B-InjuryOrPoisoning",
|
| 61 |
+
"48": "I-InjuryOrPoisoning",
|
| 62 |
+
"49": "B-MachineActivity",
|
| 63 |
+
"50": "I-MachineActivity",
|
| 64 |
+
"51": "B-ManufacturedObject",
|
| 65 |
+
"52": "I-ManufacturedObject",
|
| 66 |
+
"53": "B-MolecularSequence",
|
| 67 |
+
"54": "I-MolecularSequence",
|
| 68 |
+
"55": "B-NaturalPhenomenonOrProcess",
|
| 69 |
+
"56": "I-NaturalPhenomenonOrProcess",
|
| 70 |
+
"57": "B-NucleicAcidNucleosideOrNucleotide",
|
| 71 |
+
"58": "I-NucleicAcidNucleosideOrNucleotide",
|
| 72 |
+
"59": "B-Organism",
|
| 73 |
+
"60": "I-Organism",
|
| 74 |
+
"61": "B-OrganismAttribute",
|
| 75 |
+
"62": "I-OrganismAttribute",
|
| 76 |
+
"63": "B-PathologicFunction",
|
| 77 |
+
"64": "I-PathologicFunction",
|
| 78 |
+
"65": "B-PatientOrDisabledGroup",
|
| 79 |
+
"66": "I-PatientOrDisabledGroup",
|
| 80 |
+
"67": "B-PharmacologicSubstance",
|
| 81 |
+
"68": "I-PharmacologicSubstance",
|
| 82 |
+
"69": "B-PopulationGroup",
|
| 83 |
+
"70": "I-PopulationGroup",
|
| 84 |
+
"71": "B-ResearchActivity",
|
| 85 |
+
"72": "I-ResearchActivity",
|
| 86 |
+
"73": "B-SignOrSymptom",
|
| 87 |
+
"74": "I-SignOrSymptom",
|
| 88 |
+
"75": "B-Substance",
|
| 89 |
+
"76": "I-Substance",
|
| 90 |
+
"77": "B-TemporalConcept",
|
| 91 |
+
"78": "I-TemporalConcept",
|
| 92 |
+
"79": "B-Virus",
|
| 93 |
+
"80": "I-Virus"
|
| 94 |
+
},
|
| 95 |
+
"initializer_range": 0.02,
|
| 96 |
+
"intermediate_size": 3072,
|
| 97 |
+
"label2id": {
|
| 98 |
+
"B-AminoAcidPeptideOrProtein": 1,
|
| 99 |
+
"B-AnatomicalAbnormality": 3,
|
| 100 |
+
"B-Bacterium": 5,
|
| 101 |
+
"B-BiologicFunction": 7,
|
| 102 |
+
"B-BiologicallyActiveSubstance": 9,
|
| 103 |
+
"B-BiomedicalOccupationOrDiscipline": 11,
|
| 104 |
+
"B-BodyPartOrganOrOrganComponent": 13,
|
| 105 |
+
"B-Cell": 15,
|
| 106 |
+
"B-CellComponent": 17,
|
| 107 |
+
"B-CellFunction": 19,
|
| 108 |
+
"B-CellOrMolecularDysfunction": 21,
|
| 109 |
+
"B-Chemical": 23,
|
| 110 |
+
"B-ClinicalAttribute": 25,
|
| 111 |
+
"B-DiseaseOrSyndrome": 27,
|
| 112 |
+
"B-EmbryonicStructure": 29,
|
| 113 |
+
"B-EnvironmentalEffectOfHumans": 31,
|
| 114 |
+
"B-Eukaryote": 33,
|
| 115 |
+
"B-ExperimentalModelOfDisease": 35,
|
| 116 |
+
"B-Finding": 37,
|
| 117 |
+
"B-GeneOrGenome": 39,
|
| 118 |
+
"B-HealthCareActivity": 41,
|
| 119 |
+
"B-HealthCareRelatedOrganization": 43,
|
| 120 |
+
"B-IndividualBehavior": 45,
|
| 121 |
+
"B-InjuryOrPoisoning": 47,
|
| 122 |
+
"B-MachineActivity": 49,
|
| 123 |
+
"B-ManufacturedObject": 51,
|
| 124 |
+
"B-MolecularSequence": 53,
|
| 125 |
+
"B-NaturalPhenomenonOrProcess": 55,
|
| 126 |
+
"B-NucleicAcidNucleosideOrNucleotide": 57,
|
| 127 |
+
"B-Organism": 59,
|
| 128 |
+
"B-OrganismAttribute": 61,
|
| 129 |
+
"B-PathologicFunction": 63,
|
| 130 |
+
"B-PatientOrDisabledGroup": 65,
|
| 131 |
+
"B-PharmacologicSubstance": 67,
|
| 132 |
+
"B-PopulationGroup": 69,
|
| 133 |
+
"B-ResearchActivity": 71,
|
| 134 |
+
"B-SignOrSymptom": 73,
|
| 135 |
+
"B-Substance": 75,
|
| 136 |
+
"B-TemporalConcept": 77,
|
| 137 |
+
"B-Virus": 79,
|
| 138 |
+
"I-AminoAcidPeptideOrProtein": 2,
|
| 139 |
+
"I-AnatomicalAbnormality": 4,
|
| 140 |
+
"I-Bacterium": 6,
|
| 141 |
+
"I-BiologicFunction": 8,
|
| 142 |
+
"I-BiologicallyActiveSubstance": 10,
|
| 143 |
+
"I-BiomedicalOccupationOrDiscipline": 12,
|
| 144 |
+
"I-BodyPartOrganOrOrganComponent": 14,
|
| 145 |
+
"I-Cell": 16,
|
| 146 |
+
"I-CellComponent": 18,
|
| 147 |
+
"I-CellFunction": 20,
|
| 148 |
+
"I-CellOrMolecularDysfunction": 22,
|
| 149 |
+
"I-Chemical": 24,
|
| 150 |
+
"I-ClinicalAttribute": 26,
|
| 151 |
+
"I-DiseaseOrSyndrome": 28,
|
| 152 |
+
"I-EmbryonicStructure": 30,
|
| 153 |
+
"I-EnvironmentalEffectOfHumans": 32,
|
| 154 |
+
"I-Eukaryote": 34,
|
| 155 |
+
"I-ExperimentalModelOfDisease": 36,
|
| 156 |
+
"I-Finding": 38,
|
| 157 |
+
"I-GeneOrGenome": 40,
|
| 158 |
+
"I-HealthCareActivity": 42,
|
| 159 |
+
"I-HealthCareRelatedOrganization": 44,
|
| 160 |
+
"I-IndividualBehavior": 46,
|
| 161 |
+
"I-InjuryOrPoisoning": 48,
|
| 162 |
+
"I-MachineActivity": 50,
|
| 163 |
+
"I-ManufacturedObject": 52,
|
| 164 |
+
"I-MolecularSequence": 54,
|
| 165 |
+
"I-NaturalPhenomenonOrProcess": 56,
|
| 166 |
+
"I-NucleicAcidNucleosideOrNucleotide": 58,
|
| 167 |
+
"I-Organism": 60,
|
| 168 |
+
"I-OrganismAttribute": 62,
|
| 169 |
+
"I-PathologicFunction": 64,
|
| 170 |
+
"I-PatientOrDisabledGroup": 66,
|
| 171 |
+
"I-PharmacologicSubstance": 68,
|
| 172 |
+
"I-PopulationGroup": 70,
|
| 173 |
+
"I-ResearchActivity": 72,
|
| 174 |
+
"I-SignOrSymptom": 74,
|
| 175 |
+
"I-Substance": 76,
|
| 176 |
+
"I-TemporalConcept": 78,
|
| 177 |
+
"I-Virus": 80,
|
| 178 |
+
"O": 0
|
| 179 |
+
},
|
| 180 |
+
"layer_norm_eps": 1e-12,
|
| 181 |
+
"max_position_embeddings": 512,
|
| 182 |
+
"model_type": "bert",
|
| 183 |
+
"num_attention_heads": 12,
|
| 184 |
+
"num_hidden_layers": 12,
|
| 185 |
+
"pad_token_id": 0,
|
| 186 |
+
"position_embedding_type": "absolute",
|
| 187 |
+
"torch_dtype": "float32",
|
| 188 |
+
"transformers_version": "4.26.1",
|
| 189 |
+
"type_vocab_size": 2,
|
| 190 |
+
"use_cache": true,
|
| 191 |
+
"vocab_size": 30522
|
| 192 |
+
}
|
optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1330e01b5e54e388f6e0bf4a5788c3ae0d64a754c0fa2c0fdd10f8750d430237
|
| 3 |
+
size 871748229
|
pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:140e524ee1e2e53df0435544b7f2157d59f57d7dfeebc120f0b4b87fc9401891
|
| 3 |
+
size 435887917
|
rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:13388b0cdf35eec5c35cdf285a9d7215ce5e42435902e6791cbc0e977052e37d
|
| 3 |
+
size 14575
|
scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8de26604d411e510b414b060ecdd31811a2aeb182134c6ed3ecc38ecd0021030
|
| 3 |
+
size 627
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cls_token": "[CLS]",
|
| 3 |
+
"mask_token": "[MASK]",
|
| 4 |
+
"pad_token": "[PAD]",
|
| 5 |
+
"sep_token": "[SEP]",
|
| 6 |
+
"unk_token": "[UNK]"
|
| 7 |
+
}
|
tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cls_token": "[CLS]",
|
| 3 |
+
"do_lower_case": true,
|
| 4 |
+
"mask_token": "[MASK]",
|
| 5 |
+
"model_max_length": 512,
|
| 6 |
+
"name_or_path": "bert-base-uncased",
|
| 7 |
+
"pad_token": "[PAD]",
|
| 8 |
+
"sep_token": "[SEP]",
|
| 9 |
+
"special_tokens_map_file": null,
|
| 10 |
+
"strip_accents": null,
|
| 11 |
+
"tokenize_chinese_chars": true,
|
| 12 |
+
"tokenizer_class": "BertTokenizer",
|
| 13 |
+
"unk_token": "[UNK]"
|
| 14 |
+
}
|
trainer_state.json
ADDED
|
@@ -0,0 +1,1808 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric": 0.46592789973443927,
|
| 3 |
+
"best_model_checkpoint": "modelPaper1_args/checkpoint-2080",
|
| 4 |
+
"epoch": 20.0,
|
| 5 |
+
"global_step": 2080,
|
| 6 |
+
"is_hyper_param_search": false,
|
| 7 |
+
"is_local_process_zero": true,
|
| 8 |
+
"is_world_process_zero": true,
|
| 9 |
+
"log_history": [
|
| 10 |
+
{
|
| 11 |
+
"epoch": 1.0,
|
| 12 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0,
|
| 13 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 14 |
+
"eval_f1_B-Bacterium": 0,
|
| 15 |
+
"eval_f1_B-BiologicFunction": 0,
|
| 16 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0,
|
| 17 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
|
| 18 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0,
|
| 19 |
+
"eval_f1_B-Cell": 0,
|
| 20 |
+
"eval_f1_B-CellComponent": 0,
|
| 21 |
+
"eval_f1_B-CellFunction": 0,
|
| 22 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0,
|
| 23 |
+
"eval_f1_B-Chemical": 0,
|
| 24 |
+
"eval_f1_B-ClinicalAttribute": 0,
|
| 25 |
+
"eval_f1_B-DiseaseOrSyndrome": 0,
|
| 26 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 27 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 28 |
+
"eval_f1_B-Eukaryote": 0,
|
| 29 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0,
|
| 30 |
+
"eval_f1_B-Finding": 0,
|
| 31 |
+
"eval_f1_B-GeneOrGenome": 0,
|
| 32 |
+
"eval_f1_B-HealthCareActivity": 0,
|
| 33 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 34 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 35 |
+
"eval_f1_B-InjuryOrPoisoning": 0,
|
| 36 |
+
"eval_f1_B-MachineActivity": 0,
|
| 37 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 38 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 39 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 40 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0,
|
| 41 |
+
"eval_f1_B-Organism": 0,
|
| 42 |
+
"eval_f1_B-OrganismAttribute": 0,
|
| 43 |
+
"eval_f1_B-PathologicFunction": 0,
|
| 44 |
+
"eval_f1_B-PatientOrDisabledGroup": 0,
|
| 45 |
+
"eval_f1_B-PharmacologicSubstance": 0,
|
| 46 |
+
"eval_f1_B-PopulationGroup": 0,
|
| 47 |
+
"eval_f1_B-ResearchActivity": 0,
|
| 48 |
+
"eval_f1_B-SignOrSymptom": 0,
|
| 49 |
+
"eval_f1_B-Substance": 0,
|
| 50 |
+
"eval_f1_B-TemporalConcept": 0,
|
| 51 |
+
"eval_f1_B-Virus": 0,
|
| 52 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0,
|
| 53 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 54 |
+
"eval_f1_I-Bacterium": 0,
|
| 55 |
+
"eval_f1_I-BiologicFunction": 0,
|
| 56 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0,
|
| 57 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
|
| 58 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0,
|
| 59 |
+
"eval_f1_I-Cell": 0,
|
| 60 |
+
"eval_f1_I-CellComponent": 0,
|
| 61 |
+
"eval_f1_I-CellFunction": 0,
|
| 62 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0,
|
| 63 |
+
"eval_f1_I-Chemical": 0,
|
| 64 |
+
"eval_f1_I-ClinicalAttribute": 0,
|
| 65 |
+
"eval_f1_I-DiseaseOrSyndrome": 0,
|
| 66 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 67 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 68 |
+
"eval_f1_I-Eukaryote": 0,
|
| 69 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0,
|
| 70 |
+
"eval_f1_I-Finding": 0,
|
| 71 |
+
"eval_f1_I-GeneOrGenome": 0,
|
| 72 |
+
"eval_f1_I-HealthCareActivity": 0,
|
| 73 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0,
|
| 74 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 75 |
+
"eval_f1_I-InjuryOrPoisoning": 0,
|
| 76 |
+
"eval_f1_I-MachineActivity": 0,
|
| 77 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 78 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 79 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 80 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0,
|
| 81 |
+
"eval_f1_I-Organism": 0,
|
| 82 |
+
"eval_f1_I-OrganismAttribute": 0,
|
| 83 |
+
"eval_f1_I-PathologicFunction": 0,
|
| 84 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 85 |
+
"eval_f1_I-PharmacologicSubstance": 0,
|
| 86 |
+
"eval_f1_I-PopulationGroup": 0,
|
| 87 |
+
"eval_f1_I-ResearchActivity": 0,
|
| 88 |
+
"eval_f1_I-SignOrSymptom": 0,
|
| 89 |
+
"eval_f1_I-Substance": 0,
|
| 90 |
+
"eval_f1_I-TemporalConcept": 0,
|
| 91 |
+
"eval_f1_I-Virus": 0,
|
| 92 |
+
"eval_loss": 0.007647466380149126,
|
| 93 |
+
"eval_macro_f1": 0.0,
|
| 94 |
+
"eval_runtime": 27.9213,
|
| 95 |
+
"eval_samples_per_second": 28.473,
|
| 96 |
+
"eval_steps_per_second": 0.537,
|
| 97 |
+
"step": 104
|
| 98 |
+
},
|
| 99 |
+
{
|
| 100 |
+
"epoch": 2.0,
|
| 101 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0,
|
| 102 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 103 |
+
"eval_f1_B-Bacterium": 0,
|
| 104 |
+
"eval_f1_B-BiologicFunction": 0,
|
| 105 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0,
|
| 106 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
|
| 107 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0,
|
| 108 |
+
"eval_f1_B-Cell": 0,
|
| 109 |
+
"eval_f1_B-CellComponent": 0,
|
| 110 |
+
"eval_f1_B-CellFunction": 0,
|
| 111 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0,
|
| 112 |
+
"eval_f1_B-Chemical": 0,
|
| 113 |
+
"eval_f1_B-ClinicalAttribute": 0,
|
| 114 |
+
"eval_f1_B-DiseaseOrSyndrome": 0,
|
| 115 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 116 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 117 |
+
"eval_f1_B-Eukaryote": 0,
|
| 118 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0,
|
| 119 |
+
"eval_f1_B-Finding": 0,
|
| 120 |
+
"eval_f1_B-GeneOrGenome": 0,
|
| 121 |
+
"eval_f1_B-HealthCareActivity": 0,
|
| 122 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 123 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 124 |
+
"eval_f1_B-InjuryOrPoisoning": 0,
|
| 125 |
+
"eval_f1_B-MachineActivity": 0,
|
| 126 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 127 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 128 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 129 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0,
|
| 130 |
+
"eval_f1_B-Organism": 0,
|
| 131 |
+
"eval_f1_B-OrganismAttribute": 0,
|
| 132 |
+
"eval_f1_B-PathologicFunction": 0,
|
| 133 |
+
"eval_f1_B-PatientOrDisabledGroup": 0,
|
| 134 |
+
"eval_f1_B-PharmacologicSubstance": 0,
|
| 135 |
+
"eval_f1_B-PopulationGroup": 0,
|
| 136 |
+
"eval_f1_B-ResearchActivity": 0,
|
| 137 |
+
"eval_f1_B-SignOrSymptom": 0,
|
| 138 |
+
"eval_f1_B-Substance": 0,
|
| 139 |
+
"eval_f1_B-TemporalConcept": 0,
|
| 140 |
+
"eval_f1_B-Virus": 0,
|
| 141 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0,
|
| 142 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 143 |
+
"eval_f1_I-Bacterium": 0,
|
| 144 |
+
"eval_f1_I-BiologicFunction": 0,
|
| 145 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0,
|
| 146 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
|
| 147 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0,
|
| 148 |
+
"eval_f1_I-Cell": 0,
|
| 149 |
+
"eval_f1_I-CellComponent": 0,
|
| 150 |
+
"eval_f1_I-CellFunction": 0,
|
| 151 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0,
|
| 152 |
+
"eval_f1_I-Chemical": 0,
|
| 153 |
+
"eval_f1_I-ClinicalAttribute": 0,
|
| 154 |
+
"eval_f1_I-DiseaseOrSyndrome": 0,
|
| 155 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 156 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 157 |
+
"eval_f1_I-Eukaryote": 0,
|
| 158 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0,
|
| 159 |
+
"eval_f1_I-Finding": 0,
|
| 160 |
+
"eval_f1_I-GeneOrGenome": 0,
|
| 161 |
+
"eval_f1_I-HealthCareActivity": 0,
|
| 162 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0,
|
| 163 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 164 |
+
"eval_f1_I-InjuryOrPoisoning": 0,
|
| 165 |
+
"eval_f1_I-MachineActivity": 0,
|
| 166 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 167 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 168 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 169 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0,
|
| 170 |
+
"eval_f1_I-Organism": 0,
|
| 171 |
+
"eval_f1_I-OrganismAttribute": 0,
|
| 172 |
+
"eval_f1_I-PathologicFunction": 0,
|
| 173 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 174 |
+
"eval_f1_I-PharmacologicSubstance": 0,
|
| 175 |
+
"eval_f1_I-PopulationGroup": 0,
|
| 176 |
+
"eval_f1_I-ResearchActivity": 0,
|
| 177 |
+
"eval_f1_I-SignOrSymptom": 0,
|
| 178 |
+
"eval_f1_I-Substance": 0,
|
| 179 |
+
"eval_f1_I-TemporalConcept": 0,
|
| 180 |
+
"eval_f1_I-Virus": 0,
|
| 181 |
+
"eval_loss": 0.004857077728956938,
|
| 182 |
+
"eval_macro_f1": 0.0,
|
| 183 |
+
"eval_runtime": 28.1799,
|
| 184 |
+
"eval_samples_per_second": 28.212,
|
| 185 |
+
"eval_steps_per_second": 0.532,
|
| 186 |
+
"step": 208
|
| 187 |
+
},
|
| 188 |
+
{
|
| 189 |
+
"epoch": 3.0,
|
| 190 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0,
|
| 191 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 192 |
+
"eval_f1_B-Bacterium": 0,
|
| 193 |
+
"eval_f1_B-BiologicFunction": 0,
|
| 194 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0,
|
| 195 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
|
| 196 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0,
|
| 197 |
+
"eval_f1_B-Cell": 0,
|
| 198 |
+
"eval_f1_B-CellComponent": 0,
|
| 199 |
+
"eval_f1_B-CellFunction": 0,
|
| 200 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0,
|
| 201 |
+
"eval_f1_B-Chemical": 0,
|
| 202 |
+
"eval_f1_B-ClinicalAttribute": 0,
|
| 203 |
+
"eval_f1_B-DiseaseOrSyndrome": 0,
|
| 204 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 205 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 206 |
+
"eval_f1_B-Eukaryote": 0,
|
| 207 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0,
|
| 208 |
+
"eval_f1_B-Finding": 0,
|
| 209 |
+
"eval_f1_B-GeneOrGenome": 0,
|
| 210 |
+
"eval_f1_B-HealthCareActivity": 0,
|
| 211 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 212 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 213 |
+
"eval_f1_B-InjuryOrPoisoning": 0,
|
| 214 |
+
"eval_f1_B-MachineActivity": 0,
|
| 215 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 216 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 217 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 218 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0,
|
| 219 |
+
"eval_f1_B-Organism": 0,
|
| 220 |
+
"eval_f1_B-OrganismAttribute": 0,
|
| 221 |
+
"eval_f1_B-PathologicFunction": 0,
|
| 222 |
+
"eval_f1_B-PatientOrDisabledGroup": 0,
|
| 223 |
+
"eval_f1_B-PharmacologicSubstance": 0,
|
| 224 |
+
"eval_f1_B-PopulationGroup": 0,
|
| 225 |
+
"eval_f1_B-ResearchActivity": 0,
|
| 226 |
+
"eval_f1_B-SignOrSymptom": 0,
|
| 227 |
+
"eval_f1_B-Substance": 0,
|
| 228 |
+
"eval_f1_B-TemporalConcept": 0,
|
| 229 |
+
"eval_f1_B-Virus": 0,
|
| 230 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0,
|
| 231 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 232 |
+
"eval_f1_I-Bacterium": 0,
|
| 233 |
+
"eval_f1_I-BiologicFunction": 0,
|
| 234 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0,
|
| 235 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
|
| 236 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0,
|
| 237 |
+
"eval_f1_I-Cell": 0,
|
| 238 |
+
"eval_f1_I-CellComponent": 0,
|
| 239 |
+
"eval_f1_I-CellFunction": 0,
|
| 240 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0,
|
| 241 |
+
"eval_f1_I-Chemical": 0,
|
| 242 |
+
"eval_f1_I-ClinicalAttribute": 0,
|
| 243 |
+
"eval_f1_I-DiseaseOrSyndrome": 0,
|
| 244 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 245 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 246 |
+
"eval_f1_I-Eukaryote": 0,
|
| 247 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0,
|
| 248 |
+
"eval_f1_I-Finding": 0,
|
| 249 |
+
"eval_f1_I-GeneOrGenome": 0,
|
| 250 |
+
"eval_f1_I-HealthCareActivity": 0,
|
| 251 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0,
|
| 252 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 253 |
+
"eval_f1_I-InjuryOrPoisoning": 0,
|
| 254 |
+
"eval_f1_I-MachineActivity": 0,
|
| 255 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 256 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 257 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 258 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0,
|
| 259 |
+
"eval_f1_I-Organism": 0,
|
| 260 |
+
"eval_f1_I-OrganismAttribute": 0,
|
| 261 |
+
"eval_f1_I-PathologicFunction": 0,
|
| 262 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 263 |
+
"eval_f1_I-PharmacologicSubstance": 0,
|
| 264 |
+
"eval_f1_I-PopulationGroup": 0,
|
| 265 |
+
"eval_f1_I-ResearchActivity": 0,
|
| 266 |
+
"eval_f1_I-SignOrSymptom": 0,
|
| 267 |
+
"eval_f1_I-Substance": 0,
|
| 268 |
+
"eval_f1_I-TemporalConcept": 0,
|
| 269 |
+
"eval_f1_I-Virus": 0,
|
| 270 |
+
"eval_loss": 0.003317519323900342,
|
| 271 |
+
"eval_macro_f1": 0.0,
|
| 272 |
+
"eval_runtime": 28.3248,
|
| 273 |
+
"eval_samples_per_second": 28.067,
|
| 274 |
+
"eval_steps_per_second": 0.53,
|
| 275 |
+
"step": 312
|
| 276 |
+
},
|
| 277 |
+
{
|
| 278 |
+
"epoch": 4.0,
|
| 279 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.22613065326633167,
|
| 280 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 281 |
+
"eval_f1_B-Bacterium": 0,
|
| 282 |
+
"eval_f1_B-BiologicFunction": 0,
|
| 283 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.13293051359516617,
|
| 284 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
|
| 285 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0,
|
| 286 |
+
"eval_f1_B-Cell": 0,
|
| 287 |
+
"eval_f1_B-CellComponent": 0,
|
| 288 |
+
"eval_f1_B-CellFunction": 0,
|
| 289 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0,
|
| 290 |
+
"eval_f1_B-Chemical": 0,
|
| 291 |
+
"eval_f1_B-ClinicalAttribute": 0,
|
| 292 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.2214111922141119,
|
| 293 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 294 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 295 |
+
"eval_f1_B-Eukaryote": 0,
|
| 296 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0,
|
| 297 |
+
"eval_f1_B-Finding": 0,
|
| 298 |
+
"eval_f1_B-GeneOrGenome": 0,
|
| 299 |
+
"eval_f1_B-HealthCareActivity": 0,
|
| 300 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 301 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 302 |
+
"eval_f1_B-InjuryOrPoisoning": 0,
|
| 303 |
+
"eval_f1_B-MachineActivity": 0,
|
| 304 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 305 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 306 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 307 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0,
|
| 308 |
+
"eval_f1_B-Organism": 0,
|
| 309 |
+
"eval_f1_B-OrganismAttribute": 0,
|
| 310 |
+
"eval_f1_B-PathologicFunction": 0,
|
| 311 |
+
"eval_f1_B-PatientOrDisabledGroup": 0,
|
| 312 |
+
"eval_f1_B-PharmacologicSubstance": 0,
|
| 313 |
+
"eval_f1_B-PopulationGroup": 0,
|
| 314 |
+
"eval_f1_B-ResearchActivity": 0,
|
| 315 |
+
"eval_f1_B-SignOrSymptom": 0,
|
| 316 |
+
"eval_f1_B-Substance": 0,
|
| 317 |
+
"eval_f1_B-TemporalConcept": 0,
|
| 318 |
+
"eval_f1_B-Virus": 0,
|
| 319 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.5564024390243902,
|
| 320 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 321 |
+
"eval_f1_I-Bacterium": 0,
|
| 322 |
+
"eval_f1_I-BiologicFunction": 0,
|
| 323 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.5848925848925849,
|
| 324 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
|
| 325 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0,
|
| 326 |
+
"eval_f1_I-Cell": 0.43071786310517535,
|
| 327 |
+
"eval_f1_I-CellComponent": 0,
|
| 328 |
+
"eval_f1_I-CellFunction": 0,
|
| 329 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0,
|
| 330 |
+
"eval_f1_I-Chemical": 0,
|
| 331 |
+
"eval_f1_I-ClinicalAttribute": 0,
|
| 332 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.8465665236051503,
|
| 333 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 334 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 335 |
+
"eval_f1_I-Eukaryote": 0,
|
| 336 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0,
|
| 337 |
+
"eval_f1_I-Finding": 0,
|
| 338 |
+
"eval_f1_I-GeneOrGenome": 0,
|
| 339 |
+
"eval_f1_I-HealthCareActivity": 0,
|
| 340 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0,
|
| 341 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 342 |
+
"eval_f1_I-InjuryOrPoisoning": 0,
|
| 343 |
+
"eval_f1_I-MachineActivity": 0,
|
| 344 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 345 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 346 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 347 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0,
|
| 348 |
+
"eval_f1_I-Organism": 0,
|
| 349 |
+
"eval_f1_I-OrganismAttribute": 0,
|
| 350 |
+
"eval_f1_I-PathologicFunction": 0,
|
| 351 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 352 |
+
"eval_f1_I-PharmacologicSubstance": 0,
|
| 353 |
+
"eval_f1_I-PopulationGroup": 0,
|
| 354 |
+
"eval_f1_I-ResearchActivity": 0,
|
| 355 |
+
"eval_f1_I-SignOrSymptom": 0,
|
| 356 |
+
"eval_f1_I-Substance": 0,
|
| 357 |
+
"eval_f1_I-TemporalConcept": 0,
|
| 358 |
+
"eval_f1_I-Virus": 0,
|
| 359 |
+
"eval_loss": 0.002540181390941143,
|
| 360 |
+
"eval_macro_f1": 0.03748814712128638,
|
| 361 |
+
"eval_runtime": 28.2401,
|
| 362 |
+
"eval_samples_per_second": 28.152,
|
| 363 |
+
"eval_steps_per_second": 0.531,
|
| 364 |
+
"step": 416
|
| 365 |
+
},
|
| 366 |
+
{
|
| 367 |
+
"epoch": 5.0,
|
| 368 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.7496423462088697,
|
| 369 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 370 |
+
"eval_f1_B-Bacterium": 0,
|
| 371 |
+
"eval_f1_B-BiologicFunction": 0,
|
| 372 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.6817447495961227,
|
| 373 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
|
| 374 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0,
|
| 375 |
+
"eval_f1_B-Cell": 0.5258215962441315,
|
| 376 |
+
"eval_f1_B-CellComponent": 0,
|
| 377 |
+
"eval_f1_B-CellFunction": 0,
|
| 378 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0,
|
| 379 |
+
"eval_f1_B-Chemical": 0,
|
| 380 |
+
"eval_f1_B-ClinicalAttribute": 0,
|
| 381 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.8487738419618528,
|
| 382 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 383 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 384 |
+
"eval_f1_B-Eukaryote": 0,
|
| 385 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0,
|
| 386 |
+
"eval_f1_B-Finding": 0,
|
| 387 |
+
"eval_f1_B-GeneOrGenome": 0,
|
| 388 |
+
"eval_f1_B-HealthCareActivity": 0,
|
| 389 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 390 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 391 |
+
"eval_f1_B-InjuryOrPoisoning": 0,
|
| 392 |
+
"eval_f1_B-MachineActivity": 0,
|
| 393 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 394 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 395 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 396 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0,
|
| 397 |
+
"eval_f1_B-Organism": 0,
|
| 398 |
+
"eval_f1_B-OrganismAttribute": 0,
|
| 399 |
+
"eval_f1_B-PathologicFunction": 0,
|
| 400 |
+
"eval_f1_B-PatientOrDisabledGroup": 0,
|
| 401 |
+
"eval_f1_B-PharmacologicSubstance": 0,
|
| 402 |
+
"eval_f1_B-PopulationGroup": 0,
|
| 403 |
+
"eval_f1_B-ResearchActivity": 0,
|
| 404 |
+
"eval_f1_B-SignOrSymptom": 0,
|
| 405 |
+
"eval_f1_B-Substance": 0,
|
| 406 |
+
"eval_f1_B-TemporalConcept": 0,
|
| 407 |
+
"eval_f1_B-Virus": 0,
|
| 408 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.7733473242392445,
|
| 409 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 410 |
+
"eval_f1_I-Bacterium": 0,
|
| 411 |
+
"eval_f1_I-BiologicFunction": 0,
|
| 412 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7172489082969432,
|
| 413 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
|
| 414 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.602921646746348,
|
| 415 |
+
"eval_f1_I-Cell": 0.6365795724465558,
|
| 416 |
+
"eval_f1_I-CellComponent": 0.2469135802469136,
|
| 417 |
+
"eval_f1_I-CellFunction": 0.46411483253588515,
|
| 418 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0,
|
| 419 |
+
"eval_f1_I-Chemical": 0,
|
| 420 |
+
"eval_f1_I-ClinicalAttribute": 0,
|
| 421 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.8749999999999999,
|
| 422 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 423 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 424 |
+
"eval_f1_I-Eukaryote": 0,
|
| 425 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0,
|
| 426 |
+
"eval_f1_I-Finding": 0,
|
| 427 |
+
"eval_f1_I-GeneOrGenome": 0,
|
| 428 |
+
"eval_f1_I-HealthCareActivity": 0,
|
| 429 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0,
|
| 430 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 431 |
+
"eval_f1_I-InjuryOrPoisoning": 0,
|
| 432 |
+
"eval_f1_I-MachineActivity": 0,
|
| 433 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 434 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 435 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 436 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0,
|
| 437 |
+
"eval_f1_I-Organism": 0,
|
| 438 |
+
"eval_f1_I-OrganismAttribute": 0,
|
| 439 |
+
"eval_f1_I-PathologicFunction": 0.02710027100271003,
|
| 440 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 441 |
+
"eval_f1_I-PharmacologicSubstance": 0,
|
| 442 |
+
"eval_f1_I-PopulationGroup": 0,
|
| 443 |
+
"eval_f1_I-ResearchActivity": 0.29279811097992914,
|
| 444 |
+
"eval_f1_I-SignOrSymptom": 0,
|
| 445 |
+
"eval_f1_I-Substance": 0,
|
| 446 |
+
"eval_f1_I-TemporalConcept": 0,
|
| 447 |
+
"eval_f1_I-Virus": 0,
|
| 448 |
+
"eval_loss": 0.002022314118221402,
|
| 449 |
+
"eval_macro_f1": 0.09302508475631883,
|
| 450 |
+
"eval_runtime": 28.1486,
|
| 451 |
+
"eval_samples_per_second": 28.243,
|
| 452 |
+
"eval_steps_per_second": 0.533,
|
| 453 |
+
"step": 520
|
| 454 |
+
},
|
| 455 |
+
{
|
| 456 |
+
"epoch": 6.0,
|
| 457 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.7599451303155007,
|
| 458 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 459 |
+
"eval_f1_B-Bacterium": 0,
|
| 460 |
+
"eval_f1_B-BiologicFunction": 0,
|
| 461 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.6895424836601307,
|
| 462 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
|
| 463 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0.7698113207547169,
|
| 464 |
+
"eval_f1_B-Cell": 0.6334841628959276,
|
| 465 |
+
"eval_f1_B-CellComponent": 0.22727272727272724,
|
| 466 |
+
"eval_f1_B-CellFunction": 0.5497076023391813,
|
| 467 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0,
|
| 468 |
+
"eval_f1_B-Chemical": 0,
|
| 469 |
+
"eval_f1_B-ClinicalAttribute": 0,
|
| 470 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.8537704918032788,
|
| 471 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 472 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 473 |
+
"eval_f1_B-Eukaryote": 0,
|
| 474 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0,
|
| 475 |
+
"eval_f1_B-Finding": 0,
|
| 476 |
+
"eval_f1_B-GeneOrGenome": 0,
|
| 477 |
+
"eval_f1_B-HealthCareActivity": 0.24686940966010734,
|
| 478 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 479 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 480 |
+
"eval_f1_B-InjuryOrPoisoning": 0,
|
| 481 |
+
"eval_f1_B-MachineActivity": 0,
|
| 482 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 483 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 484 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 485 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0,
|
| 486 |
+
"eval_f1_B-Organism": 0,
|
| 487 |
+
"eval_f1_B-OrganismAttribute": 0,
|
| 488 |
+
"eval_f1_B-PathologicFunction": 0.05405405405405405,
|
| 489 |
+
"eval_f1_B-PatientOrDisabledGroup": 0,
|
| 490 |
+
"eval_f1_B-PharmacologicSubstance": 0,
|
| 491 |
+
"eval_f1_B-PopulationGroup": 0,
|
| 492 |
+
"eval_f1_B-ResearchActivity": 0.5164835164835165,
|
| 493 |
+
"eval_f1_B-SignOrSymptom": 0,
|
| 494 |
+
"eval_f1_B-Substance": 0,
|
| 495 |
+
"eval_f1_B-TemporalConcept": 0.031545741324921134,
|
| 496 |
+
"eval_f1_B-Virus": 0,
|
| 497 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.7642369020501139,
|
| 498 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 499 |
+
"eval_f1_I-Bacterium": 0,
|
| 500 |
+
"eval_f1_I-BiologicFunction": 0,
|
| 501 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7037037037037038,
|
| 502 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
|
| 503 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.7938931297709924,
|
| 504 |
+
"eval_f1_I-Cell": 0.7262872628726288,
|
| 505 |
+
"eval_f1_I-CellComponent": 0.34426229508196715,
|
| 506 |
+
"eval_f1_I-CellFunction": 0.5175600739371534,
|
| 507 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0.6930379746835442,
|
| 508 |
+
"eval_f1_I-Chemical": 0.46825396825396826,
|
| 509 |
+
"eval_f1_I-ClinicalAttribute": 0.4217687074829932,
|
| 510 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.8656795346377577,
|
| 511 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 512 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 513 |
+
"eval_f1_I-Eukaryote": 0,
|
| 514 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0,
|
| 515 |
+
"eval_f1_I-Finding": 0,
|
| 516 |
+
"eval_f1_I-GeneOrGenome": 0,
|
| 517 |
+
"eval_f1_I-HealthCareActivity": 0.2883845126835781,
|
| 518 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0,
|
| 519 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 520 |
+
"eval_f1_I-InjuryOrPoisoning": 0,
|
| 521 |
+
"eval_f1_I-MachineActivity": 0,
|
| 522 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 523 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 524 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 525 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.5,
|
| 526 |
+
"eval_f1_I-Organism": 0,
|
| 527 |
+
"eval_f1_I-OrganismAttribute": 0,
|
| 528 |
+
"eval_f1_I-PathologicFunction": 0.6490683229813664,
|
| 529 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 530 |
+
"eval_f1_I-PharmacologicSubstance": 0,
|
| 531 |
+
"eval_f1_I-PopulationGroup": 0,
|
| 532 |
+
"eval_f1_I-ResearchActivity": 0.5663852647735993,
|
| 533 |
+
"eval_f1_I-SignOrSymptom": 0,
|
| 534 |
+
"eval_f1_I-Substance": 0,
|
| 535 |
+
"eval_f1_I-TemporalConcept": 0,
|
| 536 |
+
"eval_f1_I-Virus": 0,
|
| 537 |
+
"eval_loss": 0.0017629720969125628,
|
| 538 |
+
"eval_macro_f1": 0.17043760366846786,
|
| 539 |
+
"eval_runtime": 28.1759,
|
| 540 |
+
"eval_samples_per_second": 28.216,
|
| 541 |
+
"eval_steps_per_second": 0.532,
|
| 542 |
+
"step": 624
|
| 543 |
+
},
|
| 544 |
+
{
|
| 545 |
+
"epoch": 7.0,
|
| 546 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.7797537619699043,
|
| 547 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 548 |
+
"eval_f1_B-Bacterium": 0,
|
| 549 |
+
"eval_f1_B-BiologicFunction": 0.1858736059479554,
|
| 550 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.728613569321534,
|
| 551 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
|
| 552 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0.7783505154639175,
|
| 553 |
+
"eval_f1_B-Cell": 0.6367713004484306,
|
| 554 |
+
"eval_f1_B-CellComponent": 0.358974358974359,
|
| 555 |
+
"eval_f1_B-CellFunction": 0.5878378378378378,
|
| 556 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0,
|
| 557 |
+
"eval_f1_B-Chemical": 0.3389830508474576,
|
| 558 |
+
"eval_f1_B-ClinicalAttribute": 0,
|
| 559 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.862565445026178,
|
| 560 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 561 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 562 |
+
"eval_f1_B-Eukaryote": 0,
|
| 563 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0,
|
| 564 |
+
"eval_f1_B-Finding": 0.1590106007067138,
|
| 565 |
+
"eval_f1_B-GeneOrGenome": 0,
|
| 566 |
+
"eval_f1_B-HealthCareActivity": 0.5728395061728395,
|
| 567 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 568 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 569 |
+
"eval_f1_B-InjuryOrPoisoning": 0,
|
| 570 |
+
"eval_f1_B-MachineActivity": 0,
|
| 571 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 572 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 573 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 574 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0,
|
| 575 |
+
"eval_f1_B-Organism": 0,
|
| 576 |
+
"eval_f1_B-OrganismAttribute": 0,
|
| 577 |
+
"eval_f1_B-PathologicFunction": 0.4551282051282051,
|
| 578 |
+
"eval_f1_B-PatientOrDisabledGroup": 0.12121212121212122,
|
| 579 |
+
"eval_f1_B-PharmacologicSubstance": 0,
|
| 580 |
+
"eval_f1_B-PopulationGroup": 0.19931271477663232,
|
| 581 |
+
"eval_f1_B-ResearchActivity": 0.6300174520069808,
|
| 582 |
+
"eval_f1_B-SignOrSymptom": 0,
|
| 583 |
+
"eval_f1_B-Substance": 0,
|
| 584 |
+
"eval_f1_B-TemporalConcept": 0.6172344689378758,
|
| 585 |
+
"eval_f1_B-Virus": 0,
|
| 586 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.7681549220010759,
|
| 587 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 588 |
+
"eval_f1_I-Bacterium": 0,
|
| 589 |
+
"eval_f1_I-BiologicFunction": 0.011235955056179775,
|
| 590 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7594501718213058,
|
| 591 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
|
| 592 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.8374485596707819,
|
| 593 |
+
"eval_f1_I-Cell": 0.7307692307692308,
|
| 594 |
+
"eval_f1_I-CellComponent": 0.47058823529411764,
|
| 595 |
+
"eval_f1_I-CellFunction": 0.5625,
|
| 596 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0.8207282913165266,
|
| 597 |
+
"eval_f1_I-Chemical": 0.4694533762057877,
|
| 598 |
+
"eval_f1_I-ClinicalAttribute": 0.4562162162162162,
|
| 599 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.8962520369364476,
|
| 600 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 601 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 602 |
+
"eval_f1_I-Eukaryote": 0,
|
| 603 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0.03703703703703704,
|
| 604 |
+
"eval_f1_I-Finding": 0.021691973969631236,
|
| 605 |
+
"eval_f1_I-GeneOrGenome": 0,
|
| 606 |
+
"eval_f1_I-HealthCareActivity": 0.6069565217391305,
|
| 607 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0,
|
| 608 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 609 |
+
"eval_f1_I-InjuryOrPoisoning": 0,
|
| 610 |
+
"eval_f1_I-MachineActivity": 0,
|
| 611 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 612 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 613 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 614 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.7058823529411765,
|
| 615 |
+
"eval_f1_I-Organism": 0,
|
| 616 |
+
"eval_f1_I-OrganismAttribute": 0,
|
| 617 |
+
"eval_f1_I-PathologicFunction": 0.6706408345752609,
|
| 618 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 619 |
+
"eval_f1_I-PharmacologicSubstance": 0.2527472527472528,
|
| 620 |
+
"eval_f1_I-PopulationGroup": 0,
|
| 621 |
+
"eval_f1_I-ResearchActivity": 0.5833956619296934,
|
| 622 |
+
"eval_f1_I-SignOrSymptom": 0,
|
| 623 |
+
"eval_f1_I-Substance": 0,
|
| 624 |
+
"eval_f1_I-TemporalConcept": 0,
|
| 625 |
+
"eval_f1_I-Virus": 0,
|
| 626 |
+
"eval_loss": 0.001562474644742906,
|
| 627 |
+
"eval_macro_f1": 0.2209203393125724,
|
| 628 |
+
"eval_runtime": 27.9217,
|
| 629 |
+
"eval_samples_per_second": 28.472,
|
| 630 |
+
"eval_steps_per_second": 0.537,
|
| 631 |
+
"step": 728
|
| 632 |
+
},
|
| 633 |
+
{
|
| 634 |
+
"epoch": 8.0,
|
| 635 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.7764060356652949,
|
| 636 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 637 |
+
"eval_f1_B-Bacterium": 0,
|
| 638 |
+
"eval_f1_B-BiologicFunction": 0.508108108108108,
|
| 639 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.7341389728096677,
|
| 640 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
|
| 641 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0.7806691449814126,
|
| 642 |
+
"eval_f1_B-Cell": 0.6475409836065573,
|
| 643 |
+
"eval_f1_B-CellComponent": 0.2641509433962264,
|
| 644 |
+
"eval_f1_B-CellFunction": 0.5936599423631125,
|
| 645 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0,
|
| 646 |
+
"eval_f1_B-Chemical": 0.35000000000000003,
|
| 647 |
+
"eval_f1_B-ClinicalAttribute": 0.3838383838383838,
|
| 648 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.879837067209776,
|
| 649 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 650 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 651 |
+
"eval_f1_B-Eukaryote": 0.3,
|
| 652 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0,
|
| 653 |
+
"eval_f1_B-Finding": 0.36865021770682144,
|
| 654 |
+
"eval_f1_B-GeneOrGenome": 0,
|
| 655 |
+
"eval_f1_B-HealthCareActivity": 0.6107784431137725,
|
| 656 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 657 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 658 |
+
"eval_f1_B-InjuryOrPoisoning": 0,
|
| 659 |
+
"eval_f1_B-MachineActivity": 0,
|
| 660 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 661 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 662 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 663 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.30303030303030304,
|
| 664 |
+
"eval_f1_B-Organism": 0,
|
| 665 |
+
"eval_f1_B-OrganismAttribute": 0,
|
| 666 |
+
"eval_f1_B-PathologicFunction": 0.5911602209944752,
|
| 667 |
+
"eval_f1_B-PatientOrDisabledGroup": 0.8869565217391304,
|
| 668 |
+
"eval_f1_B-PharmacologicSubstance": 0.03333333333333333,
|
| 669 |
+
"eval_f1_B-PopulationGroup": 0.5846153846153845,
|
| 670 |
+
"eval_f1_B-ResearchActivity": 0.6436363636363637,
|
| 671 |
+
"eval_f1_B-SignOrSymptom": 0,
|
| 672 |
+
"eval_f1_B-Substance": 0,
|
| 673 |
+
"eval_f1_B-TemporalConcept": 0.7662565905096661,
|
| 674 |
+
"eval_f1_B-Virus": 0,
|
| 675 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.7776470588235292,
|
| 676 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 677 |
+
"eval_f1_I-Bacterium": 0,
|
| 678 |
+
"eval_f1_I-BiologicFunction": 0.38431372549019605,
|
| 679 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7493827160493828,
|
| 680 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
|
| 681 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.8492307692307691,
|
| 682 |
+
"eval_f1_I-Cell": 0.7197943444730077,
|
| 683 |
+
"eval_f1_I-CellComponent": 0.3434343434343434,
|
| 684 |
+
"eval_f1_I-CellFunction": 0.5372549019607844,
|
| 685 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0.7954545454545455,
|
| 686 |
+
"eval_f1_I-Chemical": 0.4099722991689751,
|
| 687 |
+
"eval_f1_I-ClinicalAttribute": 0.5566600397614314,
|
| 688 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.9022556390977444,
|
| 689 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 690 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 691 |
+
"eval_f1_I-Eukaryote": 0,
|
| 692 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0.4705882352941176,
|
| 693 |
+
"eval_f1_I-Finding": 0.13953488372093026,
|
| 694 |
+
"eval_f1_I-GeneOrGenome": 0.14084507042253522,
|
| 695 |
+
"eval_f1_I-HealthCareActivity": 0.6466302367941712,
|
| 696 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0,
|
| 697 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 698 |
+
"eval_f1_I-InjuryOrPoisoning": 0,
|
| 699 |
+
"eval_f1_I-MachineActivity": 0,
|
| 700 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 701 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 702 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 703 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.6530612244897959,
|
| 704 |
+
"eval_f1_I-Organism": 0,
|
| 705 |
+
"eval_f1_I-OrganismAttribute": 0,
|
| 706 |
+
"eval_f1_I-PathologicFunction": 0.753125,
|
| 707 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 708 |
+
"eval_f1_I-PharmacologicSubstance": 0.4537037037037037,
|
| 709 |
+
"eval_f1_I-PopulationGroup": 0,
|
| 710 |
+
"eval_f1_I-ResearchActivity": 0.5788712011577425,
|
| 711 |
+
"eval_f1_I-SignOrSymptom": 0,
|
| 712 |
+
"eval_f1_I-Substance": 0,
|
| 713 |
+
"eval_f1_I-TemporalConcept": 0.09448818897637795,
|
| 714 |
+
"eval_f1_I-Virus": 0,
|
| 715 |
+
"eval_loss": 0.0014537478564307094,
|
| 716 |
+
"eval_macro_f1": 0.27453768860202343,
|
| 717 |
+
"eval_runtime": 27.8744,
|
| 718 |
+
"eval_samples_per_second": 28.521,
|
| 719 |
+
"eval_steps_per_second": 0.538,
|
| 720 |
+
"step": 832
|
| 721 |
+
},
|
| 722 |
+
{
|
| 723 |
+
"epoch": 9.0,
|
| 724 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.7888111888111887,
|
| 725 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 726 |
+
"eval_f1_B-Bacterium": 0,
|
| 727 |
+
"eval_f1_B-BiologicFunction": 0.6013986013986015,
|
| 728 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.6746166950596252,
|
| 729 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
|
| 730 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0.7816091954022988,
|
| 731 |
+
"eval_f1_B-Cell": 0.6724890829694323,
|
| 732 |
+
"eval_f1_B-CellComponent": 0.21818181818181817,
|
| 733 |
+
"eval_f1_B-CellFunction": 0.6476190476190475,
|
| 734 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0.7835051546391752,
|
| 735 |
+
"eval_f1_B-Chemical": 0.36923076923076925,
|
| 736 |
+
"eval_f1_B-ClinicalAttribute": 0.5313432835820896,
|
| 737 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.8685939553219448,
|
| 738 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 739 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 740 |
+
"eval_f1_B-Eukaryote": 0.6666666666666667,
|
| 741 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0,
|
| 742 |
+
"eval_f1_B-Finding": 0.4882280049566295,
|
| 743 |
+
"eval_f1_B-GeneOrGenome": 0.02531645569620253,
|
| 744 |
+
"eval_f1_B-HealthCareActivity": 0.6333687566418704,
|
| 745 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 746 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 747 |
+
"eval_f1_B-InjuryOrPoisoning": 0,
|
| 748 |
+
"eval_f1_B-MachineActivity": 0,
|
| 749 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 750 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 751 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 752 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.35294117647058826,
|
| 753 |
+
"eval_f1_B-Organism": 0,
|
| 754 |
+
"eval_f1_B-OrganismAttribute": 0,
|
| 755 |
+
"eval_f1_B-PathologicFunction": 0.6214689265536724,
|
| 756 |
+
"eval_f1_B-PatientOrDisabledGroup": 0.9508196721311476,
|
| 757 |
+
"eval_f1_B-PharmacologicSubstance": 0.24000000000000002,
|
| 758 |
+
"eval_f1_B-PopulationGroup": 0.7092511013215859,
|
| 759 |
+
"eval_f1_B-ResearchActivity": 0.6724890829694323,
|
| 760 |
+
"eval_f1_B-SignOrSymptom": 0,
|
| 761 |
+
"eval_f1_B-Substance": 0,
|
| 762 |
+
"eval_f1_B-TemporalConcept": 0.7707979626485568,
|
| 763 |
+
"eval_f1_B-Virus": 0,
|
| 764 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.7828571428571429,
|
| 765 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 766 |
+
"eval_f1_I-Bacterium": 0,
|
| 767 |
+
"eval_f1_I-BiologicFunction": 0.4654088050314465,
|
| 768 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7732484076433122,
|
| 769 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
|
| 770 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.8300312825860271,
|
| 771 |
+
"eval_f1_I-Cell": 0.7465940054495913,
|
| 772 |
+
"eval_f1_I-CellComponent": 0.2545454545454545,
|
| 773 |
+
"eval_f1_I-CellFunction": 0.6509433962264151,
|
| 774 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0.8283313325330132,
|
| 775 |
+
"eval_f1_I-Chemical": 0.5178571428571428,
|
| 776 |
+
"eval_f1_I-ClinicalAttribute": 0.6499102333931778,
|
| 777 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.8852634394223053,
|
| 778 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 779 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 780 |
+
"eval_f1_I-Eukaryote": 0,
|
| 781 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0.4657534246575342,
|
| 782 |
+
"eval_f1_I-Finding": 0.30033003300330036,
|
| 783 |
+
"eval_f1_I-GeneOrGenome": 0.2697674418604651,
|
| 784 |
+
"eval_f1_I-HealthCareActivity": 0.6356968215158924,
|
| 785 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0,
|
| 786 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 787 |
+
"eval_f1_I-InjuryOrPoisoning": 0,
|
| 788 |
+
"eval_f1_I-MachineActivity": 0,
|
| 789 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 790 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 791 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 792 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.7804878048780488,
|
| 793 |
+
"eval_f1_I-Organism": 0,
|
| 794 |
+
"eval_f1_I-OrganismAttribute": 0,
|
| 795 |
+
"eval_f1_I-PathologicFunction": 0.7338842975206612,
|
| 796 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 797 |
+
"eval_f1_I-PharmacologicSubstance": 0.40394088669950734,
|
| 798 |
+
"eval_f1_I-PopulationGroup": 0,
|
| 799 |
+
"eval_f1_I-ResearchActivity": 0.6048210372534696,
|
| 800 |
+
"eval_f1_I-SignOrSymptom": 0,
|
| 801 |
+
"eval_f1_I-Substance": 0,
|
| 802 |
+
"eval_f1_I-TemporalConcept": 0.3949044585987261,
|
| 803 |
+
"eval_f1_I-Virus": 0,
|
| 804 |
+
"eval_loss": 0.001369316829368472,
|
| 805 |
+
"eval_macro_f1": 0.31304154308506227,
|
| 806 |
+
"eval_runtime": 28.0405,
|
| 807 |
+
"eval_samples_per_second": 28.352,
|
| 808 |
+
"eval_steps_per_second": 0.535,
|
| 809 |
+
"step": 936
|
| 810 |
+
},
|
| 811 |
+
{
|
| 812 |
+
"epoch": 9.62,
|
| 813 |
+
"learning_rate": 0.0001698717948717949,
|
| 814 |
+
"loss": 0.009,
|
| 815 |
+
"step": 1000
|
| 816 |
+
},
|
| 817 |
+
{
|
| 818 |
+
"epoch": 10.0,
|
| 819 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.8033946251768034,
|
| 820 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 821 |
+
"eval_f1_B-Bacterium": 0,
|
| 822 |
+
"eval_f1_B-BiologicFunction": 0.6160714285714285,
|
| 823 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.7329192546583853,
|
| 824 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
|
| 825 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0.7980769230769231,
|
| 826 |
+
"eval_f1_B-Cell": 0.675,
|
| 827 |
+
"eval_f1_B-CellComponent": 0.3137254901960784,
|
| 828 |
+
"eval_f1_B-CellFunction": 0.6200607902735563,
|
| 829 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0.8161434977578476,
|
| 830 |
+
"eval_f1_B-Chemical": 0.3829787234042553,
|
| 831 |
+
"eval_f1_B-ClinicalAttribute": 0.5876010781671159,
|
| 832 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.8578778135048231,
|
| 833 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 834 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 835 |
+
"eval_f1_B-Eukaryote": 0.7222222222222222,
|
| 836 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0,
|
| 837 |
+
"eval_f1_B-Finding": 0.5348595213319459,
|
| 838 |
+
"eval_f1_B-GeneOrGenome": 0.2,
|
| 839 |
+
"eval_f1_B-HealthCareActivity": 0.673036093418259,
|
| 840 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 841 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 842 |
+
"eval_f1_B-InjuryOrPoisoning": 0,
|
| 843 |
+
"eval_f1_B-MachineActivity": 0,
|
| 844 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 845 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 846 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 847 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.358974358974359,
|
| 848 |
+
"eval_f1_B-Organism": 0,
|
| 849 |
+
"eval_f1_B-OrganismAttribute": 0.40404040404040403,
|
| 850 |
+
"eval_f1_B-PathologicFunction": 0.6374695863746958,
|
| 851 |
+
"eval_f1_B-PatientOrDisabledGroup": 0.967741935483871,
|
| 852 |
+
"eval_f1_B-PharmacologicSubstance": 0.5,
|
| 853 |
+
"eval_f1_B-PopulationGroup": 0.7894736842105263,
|
| 854 |
+
"eval_f1_B-ResearchActivity": 0.6947194719471946,
|
| 855 |
+
"eval_f1_B-SignOrSymptom": 0,
|
| 856 |
+
"eval_f1_B-Substance": 0,
|
| 857 |
+
"eval_f1_B-TemporalConcept": 0.7692307692307692,
|
| 858 |
+
"eval_f1_B-Virus": 0,
|
| 859 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.79067055393586,
|
| 860 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 861 |
+
"eval_f1_I-Bacterium": 0,
|
| 862 |
+
"eval_f1_I-BiologicFunction": 0.4982206405693951,
|
| 863 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7601208459214501,
|
| 864 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
|
| 865 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.8592283628779979,
|
| 866 |
+
"eval_f1_I-Cell": 0.7382198952879582,
|
| 867 |
+
"eval_f1_I-CellComponent": 0.3673469387755102,
|
| 868 |
+
"eval_f1_I-CellFunction": 0.6009852216748768,
|
| 869 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0.8290282902829028,
|
| 870 |
+
"eval_f1_I-Chemical": 0.5285714285714286,
|
| 871 |
+
"eval_f1_I-ClinicalAttribute": 0.6357738646895273,
|
| 872 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.8755567199371234,
|
| 873 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 874 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 875 |
+
"eval_f1_I-Eukaryote": 0,
|
| 876 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0.4748201438848921,
|
| 877 |
+
"eval_f1_I-Finding": 0.36818851251840945,
|
| 878 |
+
"eval_f1_I-GeneOrGenome": 0.39700374531835203,
|
| 879 |
+
"eval_f1_I-HealthCareActivity": 0.668936170212766,
|
| 880 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0,
|
| 881 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 882 |
+
"eval_f1_I-InjuryOrPoisoning": 0,
|
| 883 |
+
"eval_f1_I-MachineActivity": 0,
|
| 884 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 885 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 886 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 887 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.45714285714285713,
|
| 888 |
+
"eval_f1_I-Organism": 0,
|
| 889 |
+
"eval_f1_I-OrganismAttribute": 0,
|
| 890 |
+
"eval_f1_I-PathologicFunction": 0.7093184979137691,
|
| 891 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 892 |
+
"eval_f1_I-PharmacologicSubstance": 0.6285714285714286,
|
| 893 |
+
"eval_f1_I-PopulationGroup": 0,
|
| 894 |
+
"eval_f1_I-ResearchActivity": 0.5974222896133433,
|
| 895 |
+
"eval_f1_I-SignOrSymptom": 0,
|
| 896 |
+
"eval_f1_I-Substance": 0,
|
| 897 |
+
"eval_f1_I-TemporalConcept": 0.7196261682242991,
|
| 898 |
+
"eval_f1_I-Virus": 0,
|
| 899 |
+
"eval_loss": 0.0013324683532118797,
|
| 900 |
+
"eval_macro_f1": 0.33700462809932014,
|
| 901 |
+
"eval_runtime": 28.1872,
|
| 902 |
+
"eval_samples_per_second": 28.204,
|
| 903 |
+
"eval_steps_per_second": 0.532,
|
| 904 |
+
"step": 1040
|
| 905 |
+
},
|
| 906 |
+
{
|
| 907 |
+
"epoch": 11.0,
|
| 908 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.7923497267759563,
|
| 909 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 910 |
+
"eval_f1_B-Bacterium": 0,
|
| 911 |
+
"eval_f1_B-BiologicFunction": 0.6320346320346321,
|
| 912 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.7071320182094081,
|
| 913 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
|
| 914 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0.7828282828282828,
|
| 915 |
+
"eval_f1_B-Cell": 0.6991150442477877,
|
| 916 |
+
"eval_f1_B-CellComponent": 0.4090909090909091,
|
| 917 |
+
"eval_f1_B-CellFunction": 0.6422018348623854,
|
| 918 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0.8493150684931506,
|
| 919 |
+
"eval_f1_B-Chemical": 0.3661971830985915,
|
| 920 |
+
"eval_f1_B-ClinicalAttribute": 0.6223404255319149,
|
| 921 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.8738379814077025,
|
| 922 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 923 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 924 |
+
"eval_f1_B-Eukaryote": 0.7428571428571428,
|
| 925 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0,
|
| 926 |
+
"eval_f1_B-Finding": 0.5392491467576792,
|
| 927 |
+
"eval_f1_B-GeneOrGenome": 0.2,
|
| 928 |
+
"eval_f1_B-HealthCareActivity": 0.6701461377870563,
|
| 929 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 930 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 931 |
+
"eval_f1_B-InjuryOrPoisoning": 0.037037037037037035,
|
| 932 |
+
"eval_f1_B-MachineActivity": 0,
|
| 933 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 934 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 935 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 936 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.46511627906976744,
|
| 937 |
+
"eval_f1_B-Organism": 0,
|
| 938 |
+
"eval_f1_B-OrganismAttribute": 0.5862068965517242,
|
| 939 |
+
"eval_f1_B-PathologicFunction": 0.6651162790697676,
|
| 940 |
+
"eval_f1_B-PatientOrDisabledGroup": 0.967741935483871,
|
| 941 |
+
"eval_f1_B-PharmacologicSubstance": 0.5576923076923077,
|
| 942 |
+
"eval_f1_B-PopulationGroup": 0.7730337078651686,
|
| 943 |
+
"eval_f1_B-ResearchActivity": 0.7056798623063683,
|
| 944 |
+
"eval_f1_B-SignOrSymptom": 0,
|
| 945 |
+
"eval_f1_B-Substance": 0,
|
| 946 |
+
"eval_f1_B-TemporalConcept": 0.779436152570481,
|
| 947 |
+
"eval_f1_B-Virus": 0,
|
| 948 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.7950727883538634,
|
| 949 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 950 |
+
"eval_f1_I-Bacterium": 0,
|
| 951 |
+
"eval_f1_I-BiologicFunction": 0.5128205128205129,
|
| 952 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7652383826191913,
|
| 953 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
|
| 954 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.845841784989858,
|
| 955 |
+
"eval_f1_I-Cell": 0.7547169811320754,
|
| 956 |
+
"eval_f1_I-CellComponent": 0.4271844660194175,
|
| 957 |
+
"eval_f1_I-CellFunction": 0.6373165618448637,
|
| 958 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0.8372670807453416,
|
| 959 |
+
"eval_f1_I-Chemical": 0.43450479233226835,
|
| 960 |
+
"eval_f1_I-ClinicalAttribute": 0.6491862567811936,
|
| 961 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.8861636896827513,
|
| 962 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 963 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 964 |
+
"eval_f1_I-Eukaryote": 0,
|
| 965 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0.4901960784313726,
|
| 966 |
+
"eval_f1_I-Finding": 0.4127423822714682,
|
| 967 |
+
"eval_f1_I-GeneOrGenome": 0.42446043165467623,
|
| 968 |
+
"eval_f1_I-HealthCareActivity": 0.6583953680727875,
|
| 969 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0,
|
| 970 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 971 |
+
"eval_f1_I-InjuryOrPoisoning": 0,
|
| 972 |
+
"eval_f1_I-MachineActivity": 0,
|
| 973 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 974 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 975 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 976 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.5161290322580646,
|
| 977 |
+
"eval_f1_I-Organism": 0,
|
| 978 |
+
"eval_f1_I-OrganismAttribute": 0,
|
| 979 |
+
"eval_f1_I-PathologicFunction": 0.7237354085603113,
|
| 980 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 981 |
+
"eval_f1_I-PharmacologicSubstance": 0.5877551020408164,
|
| 982 |
+
"eval_f1_I-PopulationGroup": 0,
|
| 983 |
+
"eval_f1_I-ResearchActivity": 0.6198738170347003,
|
| 984 |
+
"eval_f1_I-SignOrSymptom": 0,
|
| 985 |
+
"eval_f1_I-Substance": 0,
|
| 986 |
+
"eval_f1_I-TemporalConcept": 0.7829787234042553,
|
| 987 |
+
"eval_f1_I-Virus": 0,
|
| 988 |
+
"eval_loss": 0.0012902545277029276,
|
| 989 |
+
"eval_macro_f1": 0.3478416954084861,
|
| 990 |
+
"eval_runtime": 28.0164,
|
| 991 |
+
"eval_samples_per_second": 28.376,
|
| 992 |
+
"eval_steps_per_second": 0.535,
|
| 993 |
+
"step": 1144
|
| 994 |
+
},
|
| 995 |
+
{
|
| 996 |
+
"epoch": 12.0,
|
| 997 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.7705627705627706,
|
| 998 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 999 |
+
"eval_f1_B-Bacterium": 0,
|
| 1000 |
+
"eval_f1_B-BiologicFunction": 0.5852534562211981,
|
| 1001 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.7140549273021002,
|
| 1002 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
|
| 1003 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0.7772151898734179,
|
| 1004 |
+
"eval_f1_B-Cell": 0.6724890829694323,
|
| 1005 |
+
"eval_f1_B-CellComponent": 0.5660377358490566,
|
| 1006 |
+
"eval_f1_B-CellFunction": 0.626959247648903,
|
| 1007 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0.7982062780269057,
|
| 1008 |
+
"eval_f1_B-Chemical": 0.36363636363636365,
|
| 1009 |
+
"eval_f1_B-ClinicalAttribute": 0.6290322580645161,
|
| 1010 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.8891891891891892,
|
| 1011 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 1012 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 1013 |
+
"eval_f1_B-Eukaryote": 0.7428571428571428,
|
| 1014 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0,
|
| 1015 |
+
"eval_f1_B-Finding": 0.5458823529411765,
|
| 1016 |
+
"eval_f1_B-GeneOrGenome": 0.25174825174825183,
|
| 1017 |
+
"eval_f1_B-HealthCareActivity": 0.6505494505494505,
|
| 1018 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 1019 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 1020 |
+
"eval_f1_B-InjuryOrPoisoning": 0.037037037037037035,
|
| 1021 |
+
"eval_f1_B-MachineActivity": 0,
|
| 1022 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 1023 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 1024 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 1025 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.5,
|
| 1026 |
+
"eval_f1_B-Organism": 0,
|
| 1027 |
+
"eval_f1_B-OrganismAttribute": 0.716417910447761,
|
| 1028 |
+
"eval_f1_B-PathologicFunction": 0.6363636363636364,
|
| 1029 |
+
"eval_f1_B-PatientOrDisabledGroup": 0.967741935483871,
|
| 1030 |
+
"eval_f1_B-PharmacologicSubstance": 0.5961538461538461,
|
| 1031 |
+
"eval_f1_B-PopulationGroup": 0.8189655172413792,
|
| 1032 |
+
"eval_f1_B-ResearchActivity": 0.7065868263473053,
|
| 1033 |
+
"eval_f1_B-SignOrSymptom": 0,
|
| 1034 |
+
"eval_f1_B-Substance": 0,
|
| 1035 |
+
"eval_f1_B-TemporalConcept": 0.7710437710437712,
|
| 1036 |
+
"eval_f1_B-Virus": 0,
|
| 1037 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.7751937984496123,
|
| 1038 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 1039 |
+
"eval_f1_I-Bacterium": 0,
|
| 1040 |
+
"eval_f1_I-BiologicFunction": 0.48484848484848486,
|
| 1041 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7485893416927899,
|
| 1042 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
|
| 1043 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.8444902162718847,
|
| 1044 |
+
"eval_f1_I-Cell": 0.7425474254742547,
|
| 1045 |
+
"eval_f1_I-CellComponent": 0.6031746031746031,
|
| 1046 |
+
"eval_f1_I-CellFunction": 0.6439909297052154,
|
| 1047 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0.8296639629200465,
|
| 1048 |
+
"eval_f1_I-Chemical": 0.5217391304347826,
|
| 1049 |
+
"eval_f1_I-ClinicalAttribute": 0.6798206278026906,
|
| 1050 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.9089921217060583,
|
| 1051 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 1052 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 1053 |
+
"eval_f1_I-Eukaryote": 0,
|
| 1054 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0.25316455696202533,
|
| 1055 |
+
"eval_f1_I-Finding": 0.4619492656875834,
|
| 1056 |
+
"eval_f1_I-GeneOrGenome": 0.44368600682593856,
|
| 1057 |
+
"eval_f1_I-HealthCareActivity": 0.6759410801963993,
|
| 1058 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0,
|
| 1059 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 1060 |
+
"eval_f1_I-InjuryOrPoisoning": 0,
|
| 1061 |
+
"eval_f1_I-MachineActivity": 0,
|
| 1062 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 1063 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 1064 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 1065 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.463768115942029,
|
| 1066 |
+
"eval_f1_I-Organism": 0,
|
| 1067 |
+
"eval_f1_I-OrganismAttribute": 0,
|
| 1068 |
+
"eval_f1_I-PathologicFunction": 0.7685325264750378,
|
| 1069 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 1070 |
+
"eval_f1_I-PharmacologicSubstance": 0.7135678391959799,
|
| 1071 |
+
"eval_f1_I-PopulationGroup": 0.4347826086956523,
|
| 1072 |
+
"eval_f1_I-ResearchActivity": 0.6116731517509727,
|
| 1073 |
+
"eval_f1_I-SignOrSymptom": 0.18181818181818182,
|
| 1074 |
+
"eval_f1_I-Substance": 0,
|
| 1075 |
+
"eval_f1_I-TemporalConcept": 0.775330396475771,
|
| 1076 |
+
"eval_f1_I-Virus": 0,
|
| 1077 |
+
"eval_loss": 0.0012513273395597935,
|
| 1078 |
+
"eval_macro_f1": 0.36126560687580606,
|
| 1079 |
+
"eval_runtime": 27.9914,
|
| 1080 |
+
"eval_samples_per_second": 28.402,
|
| 1081 |
+
"eval_steps_per_second": 0.536,
|
| 1082 |
+
"step": 1248
|
| 1083 |
+
},
|
| 1084 |
+
{
|
| 1085 |
+
"epoch": 13.0,
|
| 1086 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.7499999999999999,
|
| 1087 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 1088 |
+
"eval_f1_B-Bacterium": 0,
|
| 1089 |
+
"eval_f1_B-BiologicFunction": 0.6044444444444445,
|
| 1090 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.6801242236024845,
|
| 1091 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
|
| 1092 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0.7715355805243446,
|
| 1093 |
+
"eval_f1_B-Cell": 0.6926406926406925,
|
| 1094 |
+
"eval_f1_B-CellComponent": 0.3529411764705882,
|
| 1095 |
+
"eval_f1_B-CellFunction": 0.638036809815951,
|
| 1096 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0.8230088495575222,
|
| 1097 |
+
"eval_f1_B-Chemical": 0.41791044776119407,
|
| 1098 |
+
"eval_f1_B-ClinicalAttribute": 0.6365914786967419,
|
| 1099 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.8926401080351113,
|
| 1100 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 1101 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 1102 |
+
"eval_f1_B-Eukaryote": 0.7428571428571428,
|
| 1103 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0,
|
| 1104 |
+
"eval_f1_B-Finding": 0.5444059976931949,
|
| 1105 |
+
"eval_f1_B-GeneOrGenome": 0.2714285714285714,
|
| 1106 |
+
"eval_f1_B-HealthCareActivity": 0.6814814814814815,
|
| 1107 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 1108 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 1109 |
+
"eval_f1_B-InjuryOrPoisoning": 0.1,
|
| 1110 |
+
"eval_f1_B-MachineActivity": 0,
|
| 1111 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 1112 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 1113 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 1114 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.46153846153846156,
|
| 1115 |
+
"eval_f1_B-Organism": 0,
|
| 1116 |
+
"eval_f1_B-OrganismAttribute": 0.7424242424242424,
|
| 1117 |
+
"eval_f1_B-PathologicFunction": 0.6813725490196078,
|
| 1118 |
+
"eval_f1_B-PatientOrDisabledGroup": 0.967741935483871,
|
| 1119 |
+
"eval_f1_B-PharmacologicSubstance": 0.5904761904761905,
|
| 1120 |
+
"eval_f1_B-PopulationGroup": 0.8285077951002227,
|
| 1121 |
+
"eval_f1_B-ResearchActivity": 0.7110332749562172,
|
| 1122 |
+
"eval_f1_B-SignOrSymptom": 0,
|
| 1123 |
+
"eval_f1_B-Substance": 0,
|
| 1124 |
+
"eval_f1_B-TemporalConcept": 0.7761194029850746,
|
| 1125 |
+
"eval_f1_B-Virus": 0,
|
| 1126 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.7717195925704016,
|
| 1127 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 1128 |
+
"eval_f1_I-Bacterium": 0,
|
| 1129 |
+
"eval_f1_I-BiologicFunction": 0.5072886297376095,
|
| 1130 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7492022973835354,
|
| 1131 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0.34782608695652173,
|
| 1132 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.8428428428428428,
|
| 1133 |
+
"eval_f1_I-Cell": 0.7520435967302451,
|
| 1134 |
+
"eval_f1_I-CellComponent": 0.35514018691588783,
|
| 1135 |
+
"eval_f1_I-CellFunction": 0.6069868995633187,
|
| 1136 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0.8426150121065376,
|
| 1137 |
+
"eval_f1_I-Chemical": 0.47923322683706066,
|
| 1138 |
+
"eval_f1_I-ClinicalAttribute": 0.6870629370629371,
|
| 1139 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.9132569558101473,
|
| 1140 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 1141 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 1142 |
+
"eval_f1_I-Eukaryote": 0,
|
| 1143 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0.42666666666666664,
|
| 1144 |
+
"eval_f1_I-Finding": 0.45539280958721706,
|
| 1145 |
+
"eval_f1_I-GeneOrGenome": 0.4056939501779359,
|
| 1146 |
+
"eval_f1_I-HealthCareActivity": 0.6579591836734694,
|
| 1147 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0,
|
| 1148 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 1149 |
+
"eval_f1_I-InjuryOrPoisoning": 0.17142857142857143,
|
| 1150 |
+
"eval_f1_I-MachineActivity": 0,
|
| 1151 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 1152 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 1153 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 1154 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.7441860465116279,
|
| 1155 |
+
"eval_f1_I-Organism": 0,
|
| 1156 |
+
"eval_f1_I-OrganismAttribute": 0.12903225806451613,
|
| 1157 |
+
"eval_f1_I-PathologicFunction": 0.7671601615074024,
|
| 1158 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 1159 |
+
"eval_f1_I-PharmacologicSubstance": 0.676328502415459,
|
| 1160 |
+
"eval_f1_I-PopulationGroup": 0.6805555555555556,
|
| 1161 |
+
"eval_f1_I-ResearchActivity": 0.6172465960665658,
|
| 1162 |
+
"eval_f1_I-SignOrSymptom": 0.23529411764705882,
|
| 1163 |
+
"eval_f1_I-Substance": 0,
|
| 1164 |
+
"eval_f1_I-TemporalConcept": 0.7543859649122806,
|
| 1165 |
+
"eval_f1_I-Virus": 0,
|
| 1166 |
+
"eval_loss": 0.0012185692321509123,
|
| 1167 |
+
"eval_macro_f1": 0.37419761882155905,
|
| 1168 |
+
"eval_runtime": 27.9234,
|
| 1169 |
+
"eval_samples_per_second": 28.471,
|
| 1170 |
+
"eval_steps_per_second": 0.537,
|
| 1171 |
+
"step": 1352
|
| 1172 |
+
},
|
| 1173 |
+
{
|
| 1174 |
+
"epoch": 14.0,
|
| 1175 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.7732962447844228,
|
| 1176 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 1177 |
+
"eval_f1_B-Bacterium": 0,
|
| 1178 |
+
"eval_f1_B-BiologicFunction": 0.6126914660831511,
|
| 1179 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.6825633383010432,
|
| 1180 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
|
| 1181 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0.7871287128712872,
|
| 1182 |
+
"eval_f1_B-Cell": 0.6952789699570816,
|
| 1183 |
+
"eval_f1_B-CellComponent": 0.3939393939393939,
|
| 1184 |
+
"eval_f1_B-CellFunction": 0.6306818181818182,
|
| 1185 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0.7844827586206896,
|
| 1186 |
+
"eval_f1_B-Chemical": 0.3536585365853659,
|
| 1187 |
+
"eval_f1_B-ClinicalAttribute": 0.6552567237163814,
|
| 1188 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.8940217391304348,
|
| 1189 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 1190 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 1191 |
+
"eval_f1_B-Eukaryote": 0.7368421052631577,
|
| 1192 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0,
|
| 1193 |
+
"eval_f1_B-Finding": 0.5608695652173912,
|
| 1194 |
+
"eval_f1_B-GeneOrGenome": 0.2597402597402597,
|
| 1195 |
+
"eval_f1_B-HealthCareActivity": 0.6803699897225077,
|
| 1196 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 1197 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 1198 |
+
"eval_f1_B-InjuryOrPoisoning": 0.17910447761194026,
|
| 1199 |
+
"eval_f1_B-MachineActivity": 0,
|
| 1200 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 1201 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 1202 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 1203 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.5106382978723404,
|
| 1204 |
+
"eval_f1_B-Organism": 0,
|
| 1205 |
+
"eval_f1_B-OrganismAttribute": 0.7586206896551724,
|
| 1206 |
+
"eval_f1_B-PathologicFunction": 0.6873385012919897,
|
| 1207 |
+
"eval_f1_B-PatientOrDisabledGroup": 0.967741935483871,
|
| 1208 |
+
"eval_f1_B-PharmacologicSubstance": 0.5789473684210527,
|
| 1209 |
+
"eval_f1_B-PopulationGroup": 0.8301075268817204,
|
| 1210 |
+
"eval_f1_B-ResearchActivity": 0.711111111111111,
|
| 1211 |
+
"eval_f1_B-SignOrSymptom": 0.1111111111111111,
|
| 1212 |
+
"eval_f1_B-Substance": 0.13186813186813187,
|
| 1213 |
+
"eval_f1_B-TemporalConcept": 0.7836065573770492,
|
| 1214 |
+
"eval_f1_B-Virus": 0,
|
| 1215 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.7843601895734598,
|
| 1216 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 1217 |
+
"eval_f1_I-Bacterium": 0,
|
| 1218 |
+
"eval_f1_I-BiologicFunction": 0.5191740412979351,
|
| 1219 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7532792004996878,
|
| 1220 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5660377358490566,
|
| 1221 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.843718079673136,
|
| 1222 |
+
"eval_f1_I-Cell": 0.7513513513513512,
|
| 1223 |
+
"eval_f1_I-CellComponent": 0.4615384615384615,
|
| 1224 |
+
"eval_f1_I-CellFunction": 0.6016260162601627,
|
| 1225 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0.8363201911589009,
|
| 1226 |
+
"eval_f1_I-Chemical": 0.4193548387096774,
|
| 1227 |
+
"eval_f1_I-ClinicalAttribute": 0.6552901023890785,
|
| 1228 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.9125893347993402,
|
| 1229 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 1230 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 1231 |
+
"eval_f1_I-Eukaryote": 0.7272727272727272,
|
| 1232 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0.49541284403669733,
|
| 1233 |
+
"eval_f1_I-Finding": 0.4152866242038217,
|
| 1234 |
+
"eval_f1_I-GeneOrGenome": 0.4350649350649351,
|
| 1235 |
+
"eval_f1_I-HealthCareActivity": 0.6761506276150627,
|
| 1236 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0.13793103448275862,
|
| 1237 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 1238 |
+
"eval_f1_I-InjuryOrPoisoning": 0.5394736842105263,
|
| 1239 |
+
"eval_f1_I-MachineActivity": 0,
|
| 1240 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 1241 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 1242 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 1243 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.6666666666666666,
|
| 1244 |
+
"eval_f1_I-Organism": 0,
|
| 1245 |
+
"eval_f1_I-OrganismAttribute": 0.3333333333333333,
|
| 1246 |
+
"eval_f1_I-PathologicFunction": 0.7748538011695906,
|
| 1247 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 1248 |
+
"eval_f1_I-PharmacologicSubstance": 0.6396396396396397,
|
| 1249 |
+
"eval_f1_I-PopulationGroup": 0.6849315068493151,
|
| 1250 |
+
"eval_f1_I-ResearchActivity": 0.6248037676609104,
|
| 1251 |
+
"eval_f1_I-SignOrSymptom": 0.4878048780487804,
|
| 1252 |
+
"eval_f1_I-Substance": 0,
|
| 1253 |
+
"eval_f1_I-TemporalConcept": 0.7833333333333333,
|
| 1254 |
+
"eval_f1_I-Virus": 0,
|
| 1255 |
+
"eval_loss": 0.0012213359586894512,
|
| 1256 |
+
"eval_macro_f1": 0.40347020346860274,
|
| 1257 |
+
"eval_runtime": 27.9556,
|
| 1258 |
+
"eval_samples_per_second": 28.438,
|
| 1259 |
+
"eval_steps_per_second": 0.537,
|
| 1260 |
+
"step": 1456
|
| 1261 |
+
},
|
| 1262 |
+
{
|
| 1263 |
+
"epoch": 15.0,
|
| 1264 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.764872521246459,
|
| 1265 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 1266 |
+
"eval_f1_B-Bacterium": 0,
|
| 1267 |
+
"eval_f1_B-BiologicFunction": 0.621923937360179,
|
| 1268 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.7160493827160493,
|
| 1269 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0.09756097560975609,
|
| 1270 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0.795969773299748,
|
| 1271 |
+
"eval_f1_B-Cell": 0.6893617021276596,
|
| 1272 |
+
"eval_f1_B-CellComponent": 0.4150943396226415,
|
| 1273 |
+
"eval_f1_B-CellFunction": 0.6064139941690962,
|
| 1274 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0.8105726872246696,
|
| 1275 |
+
"eval_f1_B-Chemical": 0.3815789473684211,
|
| 1276 |
+
"eval_f1_B-ClinicalAttribute": 0.6424870466321244,
|
| 1277 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.9005449591280653,
|
| 1278 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 1279 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 1280 |
+
"eval_f1_B-Eukaryote": 0.6842105263157895,
|
| 1281 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0,
|
| 1282 |
+
"eval_f1_B-Finding": 0.5673913043478261,
|
| 1283 |
+
"eval_f1_B-GeneOrGenome": 0.29729729729729726,
|
| 1284 |
+
"eval_f1_B-HealthCareActivity": 0.6963906581740976,
|
| 1285 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 1286 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 1287 |
+
"eval_f1_B-InjuryOrPoisoning": 0.33802816901408456,
|
| 1288 |
+
"eval_f1_B-MachineActivity": 0,
|
| 1289 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 1290 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 1291 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 1292 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.46808510638297873,
|
| 1293 |
+
"eval_f1_B-Organism": 0,
|
| 1294 |
+
"eval_f1_B-OrganismAttribute": 0.7517730496453899,
|
| 1295 |
+
"eval_f1_B-PathologicFunction": 0.6875,
|
| 1296 |
+
"eval_f1_B-PatientOrDisabledGroup": 0.991869918699187,
|
| 1297 |
+
"eval_f1_B-PharmacologicSubstance": 0.5714285714285714,
|
| 1298 |
+
"eval_f1_B-PopulationGroup": 0.8258064516129031,
|
| 1299 |
+
"eval_f1_B-ResearchActivity": 0.7157534246575342,
|
| 1300 |
+
"eval_f1_B-SignOrSymptom": 0.25641025641025644,
|
| 1301 |
+
"eval_f1_B-Substance": 0.10989010989010989,
|
| 1302 |
+
"eval_f1_B-TemporalConcept": 0.7949125596184419,
|
| 1303 |
+
"eval_f1_B-Virus": 0,
|
| 1304 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.7810437912417516,
|
| 1305 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 1306 |
+
"eval_f1_I-Bacterium": 0,
|
| 1307 |
+
"eval_f1_I-BiologicFunction": 0.5432835820895523,
|
| 1308 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7718204488778055,
|
| 1309 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0.6181818181818182,
|
| 1310 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.8509316770186336,
|
| 1311 |
+
"eval_f1_I-Cell": 0.7286821705426356,
|
| 1312 |
+
"eval_f1_I-CellComponent": 0.5128205128205128,
|
| 1313 |
+
"eval_f1_I-CellFunction": 0.5681381957773514,
|
| 1314 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0.8483353884093711,
|
| 1315 |
+
"eval_f1_I-Chemical": 0.47352024922118385,
|
| 1316 |
+
"eval_f1_I-ClinicalAttribute": 0.6905594405594406,
|
| 1317 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.9226918798665183,
|
| 1318 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 1319 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 1320 |
+
"eval_f1_I-Eukaryote": 0.7692307692307692,
|
| 1321 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0.5689655172413792,
|
| 1322 |
+
"eval_f1_I-Finding": 0.4784217016029593,
|
| 1323 |
+
"eval_f1_I-GeneOrGenome": 0.4584717607973422,
|
| 1324 |
+
"eval_f1_I-HealthCareActivity": 0.6945606694560669,
|
| 1325 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0.28125,
|
| 1326 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 1327 |
+
"eval_f1_I-InjuryOrPoisoning": 0.6706586826347305,
|
| 1328 |
+
"eval_f1_I-MachineActivity": 0,
|
| 1329 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 1330 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 1331 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 1332 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.6037735849056604,
|
| 1333 |
+
"eval_f1_I-Organism": 0,
|
| 1334 |
+
"eval_f1_I-OrganismAttribute": 0.34146341463414637,
|
| 1335 |
+
"eval_f1_I-PathologicFunction": 0.7632978723404257,
|
| 1336 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 1337 |
+
"eval_f1_I-PharmacologicSubstance": 0.6367713004484306,
|
| 1338 |
+
"eval_f1_I-PopulationGroup": 0.7250000000000001,
|
| 1339 |
+
"eval_f1_I-ResearchActivity": 0.6104294478527607,
|
| 1340 |
+
"eval_f1_I-SignOrSymptom": 0.5581395348837209,
|
| 1341 |
+
"eval_f1_I-Substance": 0,
|
| 1342 |
+
"eval_f1_I-TemporalConcept": 0.8015873015873015,
|
| 1343 |
+
"eval_f1_I-Virus": 0,
|
| 1344 |
+
"eval_loss": 0.0012031312799081206,
|
| 1345 |
+
"eval_macro_f1": 0.41839010477777006,
|
| 1346 |
+
"eval_runtime": 27.9952,
|
| 1347 |
+
"eval_samples_per_second": 28.398,
|
| 1348 |
+
"eval_steps_per_second": 0.536,
|
| 1349 |
+
"step": 1560
|
| 1350 |
+
},
|
| 1351 |
+
{
|
| 1352 |
+
"epoch": 16.0,
|
| 1353 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.7690140845070423,
|
| 1354 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 1355 |
+
"eval_f1_B-Bacterium": 0,
|
| 1356 |
+
"eval_f1_B-BiologicFunction": 0.5991189427312775,
|
| 1357 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.7140649149922721,
|
| 1358 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0.29166666666666663,
|
| 1359 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0.7969348659003832,
|
| 1360 |
+
"eval_f1_B-Cell": 0.6978723404255319,
|
| 1361 |
+
"eval_f1_B-CellComponent": 0.39999999999999997,
|
| 1362 |
+
"eval_f1_B-CellFunction": 0.6220930232558138,
|
| 1363 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0.817391304347826,
|
| 1364 |
+
"eval_f1_B-Chemical": 0.37662337662337664,
|
| 1365 |
+
"eval_f1_B-ClinicalAttribute": 0.6582278481012658,
|
| 1366 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.905089408528198,
|
| 1367 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 1368 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 1369 |
+
"eval_f1_B-Eukaryote": 0.717948717948718,
|
| 1370 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0.125,
|
| 1371 |
+
"eval_f1_B-Finding": 0.5641025641025641,
|
| 1372 |
+
"eval_f1_B-GeneOrGenome": 0.27999999999999997,
|
| 1373 |
+
"eval_f1_B-HealthCareActivity": 0.6870229007633588,
|
| 1374 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 1375 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 1376 |
+
"eval_f1_B-InjuryOrPoisoning": 0.30985915492957744,
|
| 1377 |
+
"eval_f1_B-MachineActivity": 0,
|
| 1378 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 1379 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 1380 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 1381 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.4799999999999999,
|
| 1382 |
+
"eval_f1_B-Organism": 0,
|
| 1383 |
+
"eval_f1_B-OrganismAttribute": 0.7586206896551724,
|
| 1384 |
+
"eval_f1_B-PathologicFunction": 0.6960784313725489,
|
| 1385 |
+
"eval_f1_B-PatientOrDisabledGroup": 0.9836065573770492,
|
| 1386 |
+
"eval_f1_B-PharmacologicSubstance": 0.5517241379310345,
|
| 1387 |
+
"eval_f1_B-PopulationGroup": 0.8243243243243242,
|
| 1388 |
+
"eval_f1_B-ResearchActivity": 0.7111501316944688,
|
| 1389 |
+
"eval_f1_B-SignOrSymptom": 0.21052631578947367,
|
| 1390 |
+
"eval_f1_B-Substance": 0.10989010989010989,
|
| 1391 |
+
"eval_f1_B-TemporalConcept": 0.8012924071082391,
|
| 1392 |
+
"eval_f1_B-Virus": 0,
|
| 1393 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.7924743443557584,
|
| 1394 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 1395 |
+
"eval_f1_I-Bacterium": 0,
|
| 1396 |
+
"eval_f1_I-BiologicFunction": 0.5257452574525746,
|
| 1397 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7677018633540372,
|
| 1398 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0.6071428571428572,
|
| 1399 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.8615384615384616,
|
| 1400 |
+
"eval_f1_I-Cell": 0.7526881720430109,
|
| 1401 |
+
"eval_f1_I-CellComponent": 0.4705882352941176,
|
| 1402 |
+
"eval_f1_I-CellFunction": 0.5964912280701754,
|
| 1403 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0.8319018404907976,
|
| 1404 |
+
"eval_f1_I-Chemical": 0.42045454545454547,
|
| 1405 |
+
"eval_f1_I-ClinicalAttribute": 0.6815343443354147,
|
| 1406 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.9237643116447919,
|
| 1407 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 1408 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 1409 |
+
"eval_f1_I-Eukaryote": 0.6666666666666666,
|
| 1410 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0.6055045871559633,
|
| 1411 |
+
"eval_f1_I-Finding": 0.4704433497536946,
|
| 1412 |
+
"eval_f1_I-GeneOrGenome": 0.4545454545454545,
|
| 1413 |
+
"eval_f1_I-HealthCareActivity": 0.6906354515050167,
|
| 1414 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0.35820895522388063,
|
| 1415 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 1416 |
+
"eval_f1_I-InjuryOrPoisoning": 0.67816091954023,
|
| 1417 |
+
"eval_f1_I-MachineActivity": 0,
|
| 1418 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 1419 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 1420 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 1421 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.64,
|
| 1422 |
+
"eval_f1_I-Organism": 0,
|
| 1423 |
+
"eval_f1_I-OrganismAttribute": 0.34782608695652173,
|
| 1424 |
+
"eval_f1_I-PathologicFunction": 0.7574468085106384,
|
| 1425 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 1426 |
+
"eval_f1_I-PharmacologicSubstance": 0.6350710900473934,
|
| 1427 |
+
"eval_f1_I-PopulationGroup": 0.7544910179640718,
|
| 1428 |
+
"eval_f1_I-ResearchActivity": 0.616692426584235,
|
| 1429 |
+
"eval_f1_I-SignOrSymptom": 0.47619047619047616,
|
| 1430 |
+
"eval_f1_I-Substance": 0.03278688524590164,
|
| 1431 |
+
"eval_f1_I-TemporalConcept": 0.7736625514403292,
|
| 1432 |
+
"eval_f1_I-Virus": 0,
|
| 1433 |
+
"eval_loss": 0.0011849849252030253,
|
| 1434 |
+
"eval_macro_f1": 0.4206200175934164,
|
| 1435 |
+
"eval_runtime": 27.8735,
|
| 1436 |
+
"eval_samples_per_second": 28.522,
|
| 1437 |
+
"eval_steps_per_second": 0.538,
|
| 1438 |
+
"step": 1664
|
| 1439 |
+
},
|
| 1440 |
+
{
|
| 1441 |
+
"epoch": 17.0,
|
| 1442 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.7642956764295677,
|
| 1443 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 1444 |
+
"eval_f1_B-Bacterium": 0,
|
| 1445 |
+
"eval_f1_B-BiologicFunction": 0.5972222222222222,
|
| 1446 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.717948717948718,
|
| 1447 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0.32653061224489793,
|
| 1448 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0.7931456548347614,
|
| 1449 |
+
"eval_f1_B-Cell": 0.6952789699570816,
|
| 1450 |
+
"eval_f1_B-CellComponent": 0.37037037037037035,
|
| 1451 |
+
"eval_f1_B-CellFunction": 0.6280487804878048,
|
| 1452 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0.7815126050420168,
|
| 1453 |
+
"eval_f1_B-Chemical": 0.3841059602649006,
|
| 1454 |
+
"eval_f1_B-ClinicalAttribute": 0.6568627450980392,
|
| 1455 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.8894771674387822,
|
| 1456 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 1457 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 1458 |
+
"eval_f1_B-Eukaryote": 0.6666666666666667,
|
| 1459 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0.1818181818181818,
|
| 1460 |
+
"eval_f1_B-Finding": 0.5497630331753555,
|
| 1461 |
+
"eval_f1_B-GeneOrGenome": 0.27027027027027023,
|
| 1462 |
+
"eval_f1_B-HealthCareActivity": 0.693193717277487,
|
| 1463 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 1464 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 1465 |
+
"eval_f1_B-InjuryOrPoisoning": 0.4367816091954023,
|
| 1466 |
+
"eval_f1_B-MachineActivity": 0,
|
| 1467 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 1468 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 1469 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 1470 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.48979591836734687,
|
| 1471 |
+
"eval_f1_B-Organism": 0,
|
| 1472 |
+
"eval_f1_B-OrganismAttribute": 0.7534246575342466,
|
| 1473 |
+
"eval_f1_B-PathologicFunction": 0.6764705882352942,
|
| 1474 |
+
"eval_f1_B-PatientOrDisabledGroup": 0.9752066115702479,
|
| 1475 |
+
"eval_f1_B-PharmacologicSubstance": 0.5964912280701754,
|
| 1476 |
+
"eval_f1_B-PopulationGroup": 0.8333333333333333,
|
| 1477 |
+
"eval_f1_B-ResearchActivity": 0.7209920283436669,
|
| 1478 |
+
"eval_f1_B-SignOrSymptom": 0.25,
|
| 1479 |
+
"eval_f1_B-Substance": 0.18947368421052632,
|
| 1480 |
+
"eval_f1_B-TemporalConcept": 0.7974068071312804,
|
| 1481 |
+
"eval_f1_B-Virus": 0,
|
| 1482 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.7875647668393784,
|
| 1483 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 1484 |
+
"eval_f1_I-Bacterium": 0,
|
| 1485 |
+
"eval_f1_I-BiologicFunction": 0.5813953488372092,
|
| 1486 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7666666666666667,
|
| 1487 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5098039215686275,
|
| 1488 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.8667992047713718,
|
| 1489 |
+
"eval_f1_I-Cell": 0.7629427792915532,
|
| 1490 |
+
"eval_f1_I-CellComponent": 0.4067796610169491,
|
| 1491 |
+
"eval_f1_I-CellFunction": 0.6,
|
| 1492 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0.8231213872832369,
|
| 1493 |
+
"eval_f1_I-Chemical": 0.5016722408026756,
|
| 1494 |
+
"eval_f1_I-ClinicalAttribute": 0.6783831282952549,
|
| 1495 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.8991216396060686,
|
| 1496 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 1497 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 1498 |
+
"eval_f1_I-Eukaryote": 0.6666666666666667,
|
| 1499 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0.5087719298245614,
|
| 1500 |
+
"eval_f1_I-Finding": 0.3977110157367668,
|
| 1501 |
+
"eval_f1_I-GeneOrGenome": 0.4161073825503356,
|
| 1502 |
+
"eval_f1_I-HealthCareActivity": 0.687603305785124,
|
| 1503 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0.4117647058823529,
|
| 1504 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 1505 |
+
"eval_f1_I-InjuryOrPoisoning": 0.6938775510204082,
|
| 1506 |
+
"eval_f1_I-MachineActivity": 0,
|
| 1507 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 1508 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 1509 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0.03738317757009346,
|
| 1510 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.5714285714285714,
|
| 1511 |
+
"eval_f1_I-Organism": 0.20149253731343283,
|
| 1512 |
+
"eval_f1_I-OrganismAttribute": 0.35555555555555557,
|
| 1513 |
+
"eval_f1_I-PathologicFunction": 0.7486910994764397,
|
| 1514 |
+
"eval_f1_I-PatientOrDisabledGroup": 0,
|
| 1515 |
+
"eval_f1_I-PharmacologicSubstance": 0.593607305936073,
|
| 1516 |
+
"eval_f1_I-PopulationGroup": 0.7455621301775148,
|
| 1517 |
+
"eval_f1_I-ResearchActivity": 0.6267432321575062,
|
| 1518 |
+
"eval_f1_I-SignOrSymptom": 0.5581395348837209,
|
| 1519 |
+
"eval_f1_I-Substance": 0.2857142857142857,
|
| 1520 |
+
"eval_f1_I-TemporalConcept": 0.7874015748031497,
|
| 1521 |
+
"eval_f1_I-Virus": 0,
|
| 1522 |
+
"eval_loss": 0.0011897546937689185,
|
| 1523 |
+
"eval_macro_f1": 0.42705450156250235,
|
| 1524 |
+
"eval_runtime": 27.8852,
|
| 1525 |
+
"eval_samples_per_second": 28.51,
|
| 1526 |
+
"eval_steps_per_second": 0.538,
|
| 1527 |
+
"step": 1768
|
| 1528 |
+
},
|
| 1529 |
+
{
|
| 1530 |
+
"epoch": 18.0,
|
| 1531 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.7741935483870968,
|
| 1532 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 1533 |
+
"eval_f1_B-Bacterium": 0,
|
| 1534 |
+
"eval_f1_B-BiologicFunction": 0.6269315673289183,
|
| 1535 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.7215568862275449,
|
| 1536 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0.44444444444444436,
|
| 1537 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0.7868020304568528,
|
| 1538 |
+
"eval_f1_B-Cell": 0.6978723404255319,
|
| 1539 |
+
"eval_f1_B-CellComponent": 0.39215686274509803,
|
| 1540 |
+
"eval_f1_B-CellFunction": 0.6374269005847952,
|
| 1541 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0.7983193277310924,
|
| 1542 |
+
"eval_f1_B-Chemical": 0.4195804195804196,
|
| 1543 |
+
"eval_f1_B-ClinicalAttribute": 0.6650246305418719,
|
| 1544 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.9013513513513512,
|
| 1545 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 1546 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 1547 |
+
"eval_f1_B-Eukaryote": 0.6511627906976744,
|
| 1548 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0.10526315789473685,
|
| 1549 |
+
"eval_f1_B-Finding": 0.5714285714285713,
|
| 1550 |
+
"eval_f1_B-GeneOrGenome": 0.3151515151515152,
|
| 1551 |
+
"eval_f1_B-HealthCareActivity": 0.6790505675954593,
|
| 1552 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0,
|
| 1553 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 1554 |
+
"eval_f1_B-InjuryOrPoisoning": 0.5,
|
| 1555 |
+
"eval_f1_B-MachineActivity": 0,
|
| 1556 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 1557 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 1558 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 1559 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.4615384615384615,
|
| 1560 |
+
"eval_f1_B-Organism": 0,
|
| 1561 |
+
"eval_f1_B-OrganismAttribute": 0.7549668874172186,
|
| 1562 |
+
"eval_f1_B-PathologicFunction": 0.7228915662650603,
|
| 1563 |
+
"eval_f1_B-PatientOrDisabledGroup": 0.96,
|
| 1564 |
+
"eval_f1_B-PharmacologicSubstance": 0.5599999999999999,
|
| 1565 |
+
"eval_f1_B-PopulationGroup": 0.8296943231441047,
|
| 1566 |
+
"eval_f1_B-ResearchActivity": 0.7171052631578947,
|
| 1567 |
+
"eval_f1_B-SignOrSymptom": 0.3255813953488372,
|
| 1568 |
+
"eval_f1_B-Substance": 0.22000000000000003,
|
| 1569 |
+
"eval_f1_B-TemporalConcept": 0.7942583732057417,
|
| 1570 |
+
"eval_f1_B-Virus": 0,
|
| 1571 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.7995482778091474,
|
| 1572 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 1573 |
+
"eval_f1_I-Bacterium": 0,
|
| 1574 |
+
"eval_f1_I-BiologicFunction": 0.5502958579881657,
|
| 1575 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7781908302354399,
|
| 1576 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0.6181818181818182,
|
| 1577 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.8633093525179857,
|
| 1578 |
+
"eval_f1_I-Cell": 0.7393617021276597,
|
| 1579 |
+
"eval_f1_I-CellComponent": 0.4144144144144145,
|
| 1580 |
+
"eval_f1_I-CellFunction": 0.5992217898832686,
|
| 1581 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0.8444444444444443,
|
| 1582 |
+
"eval_f1_I-Chemical": 0.555956678700361,
|
| 1583 |
+
"eval_f1_I-ClinicalAttribute": 0.6891054030115147,
|
| 1584 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.9241417497231449,
|
| 1585 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 1586 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 1587 |
+
"eval_f1_I-Eukaryote": 0.6,
|
| 1588 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0.5111111111111111,
|
| 1589 |
+
"eval_f1_I-Finding": 0.4529801324503311,
|
| 1590 |
+
"eval_f1_I-GeneOrGenome": 0.42500000000000004,
|
| 1591 |
+
"eval_f1_I-HealthCareActivity": 0.6851385390428212,
|
| 1592 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0.3880597014925373,
|
| 1593 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 1594 |
+
"eval_f1_I-InjuryOrPoisoning": 0.7015706806282722,
|
| 1595 |
+
"eval_f1_I-MachineActivity": 0,
|
| 1596 |
+
"eval_f1_I-ManufacturedObject": 0,
|
| 1597 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 1598 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 1599 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.5333333333333333,
|
| 1600 |
+
"eval_f1_I-Organism": 0.1947565543071161,
|
| 1601 |
+
"eval_f1_I-OrganismAttribute": 0.32653061224489793,
|
| 1602 |
+
"eval_f1_I-PathologicFunction": 0.7656033287101248,
|
| 1603 |
+
"eval_f1_I-PatientOrDisabledGroup": 0.16666666666666666,
|
| 1604 |
+
"eval_f1_I-PharmacologicSubstance": 0.6101694915254237,
|
| 1605 |
+
"eval_f1_I-PopulationGroup": 0.7500000000000001,
|
| 1606 |
+
"eval_f1_I-ResearchActivity": 0.624124513618677,
|
| 1607 |
+
"eval_f1_I-SignOrSymptom": 0.5333333333333333,
|
| 1608 |
+
"eval_f1_I-Substance": 0.4810126582278481,
|
| 1609 |
+
"eval_f1_I-TemporalConcept": 0.8016877637130801,
|
| 1610 |
+
"eval_f1_I-Virus": 0,
|
| 1611 |
+
"eval_loss": 0.0011894780909642577,
|
| 1612 |
+
"eval_macro_f1": 0.4370125490261655,
|
| 1613 |
+
"eval_runtime": 27.8193,
|
| 1614 |
+
"eval_samples_per_second": 28.577,
|
| 1615 |
+
"eval_steps_per_second": 0.539,
|
| 1616 |
+
"step": 1872
|
| 1617 |
+
},
|
| 1618 |
+
{
|
| 1619 |
+
"epoch": 19.0,
|
| 1620 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.7526881720430108,
|
| 1621 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 1622 |
+
"eval_f1_B-Bacterium": 0,
|
| 1623 |
+
"eval_f1_B-BiologicFunction": 0.6252676659528908,
|
| 1624 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.7130177514792898,
|
| 1625 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0.5614035087719298,
|
| 1626 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0.7905824039653034,
|
| 1627 |
+
"eval_f1_B-Cell": 0.7186147186147185,
|
| 1628 |
+
"eval_f1_B-CellComponent": 0.44,
|
| 1629 |
+
"eval_f1_B-CellFunction": 0.6338797814207651,
|
| 1630 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0.7866108786610879,
|
| 1631 |
+
"eval_f1_B-Chemical": 0.38666666666666666,
|
| 1632 |
+
"eval_f1_B-ClinicalAttribute": 0.6682464454976303,
|
| 1633 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.8917112299465241,
|
| 1634 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 1635 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 1636 |
+
"eval_f1_B-Eukaryote": 0.7,
|
| 1637 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0.33333333333333326,
|
| 1638 |
+
"eval_f1_B-Finding": 0.5511811023622047,
|
| 1639 |
+
"eval_f1_B-GeneOrGenome": 0.32530120481927716,
|
| 1640 |
+
"eval_f1_B-HealthCareActivity": 0.6886597938144329,
|
| 1641 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0.08333333333333333,
|
| 1642 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 1643 |
+
"eval_f1_B-InjuryOrPoisoning": 0.5227272727272727,
|
| 1644 |
+
"eval_f1_B-MachineActivity": 0,
|
| 1645 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 1646 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 1647 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 1648 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.43636363636363634,
|
| 1649 |
+
"eval_f1_B-Organism": 0,
|
| 1650 |
+
"eval_f1_B-OrganismAttribute": 0.7483870967741936,
|
| 1651 |
+
"eval_f1_B-PathologicFunction": 0.7038834951456311,
|
| 1652 |
+
"eval_f1_B-PatientOrDisabledGroup": 0.959349593495935,
|
| 1653 |
+
"eval_f1_B-PharmacologicSubstance": 0.5507246376811594,
|
| 1654 |
+
"eval_f1_B-PopulationGroup": 0.843010752688172,
|
| 1655 |
+
"eval_f1_B-ResearchActivity": 0.7091963545981773,
|
| 1656 |
+
"eval_f1_B-SignOrSymptom": 0.3720930232558139,
|
| 1657 |
+
"eval_f1_B-Substance": 0.22000000000000003,
|
| 1658 |
+
"eval_f1_B-TemporalConcept": 0.7942583732057417,
|
| 1659 |
+
"eval_f1_B-Virus": 0,
|
| 1660 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.7792207792207791,
|
| 1661 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 1662 |
+
"eval_f1_I-Bacterium": 0,
|
| 1663 |
+
"eval_f1_I-BiologicFunction": 0.5393258426966292,
|
| 1664 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7653522947640594,
|
| 1665 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5454545454545454,
|
| 1666 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.8611388611388612,
|
| 1667 |
+
"eval_f1_I-Cell": 0.7683923705722072,
|
| 1668 |
+
"eval_f1_I-CellComponent": 0.47457627118644063,
|
| 1669 |
+
"eval_f1_I-CellFunction": 0.5786407766990291,
|
| 1670 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0.8224076281287247,
|
| 1671 |
+
"eval_f1_I-Chemical": 0.5338078291814946,
|
| 1672 |
+
"eval_f1_I-ClinicalAttribute": 0.6869565217391305,
|
| 1673 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.9166212534059944,
|
| 1674 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 1675 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 1676 |
+
"eval_f1_I-Eukaryote": 0.6666666666666666,
|
| 1677 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0.6046511627906976,
|
| 1678 |
+
"eval_f1_I-Finding": 0.411764705882353,
|
| 1679 |
+
"eval_f1_I-GeneOrGenome": 0.4495114006514658,
|
| 1680 |
+
"eval_f1_I-HealthCareActivity": 0.6885521885521887,
|
| 1681 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0.5365853658536585,
|
| 1682 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 1683 |
+
"eval_f1_I-InjuryOrPoisoning": 0.6903553299492386,
|
| 1684 |
+
"eval_f1_I-MachineActivity": 0,
|
| 1685 |
+
"eval_f1_I-ManufacturedObject": 0.2692307692307692,
|
| 1686 |
+
"eval_f1_I-MolecularSequence": 0,
|
| 1687 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0,
|
| 1688 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.5423728813559322,
|
| 1689 |
+
"eval_f1_I-Organism": 0.1947565543071161,
|
| 1690 |
+
"eval_f1_I-OrganismAttribute": 0.2857142857142857,
|
| 1691 |
+
"eval_f1_I-PathologicFunction": 0.7730398899587345,
|
| 1692 |
+
"eval_f1_I-PatientOrDisabledGroup": 0.3333333333333333,
|
| 1693 |
+
"eval_f1_I-PharmacologicSubstance": 0.6134453781512604,
|
| 1694 |
+
"eval_f1_I-PopulationGroup": 0.7305389221556886,
|
| 1695 |
+
"eval_f1_I-ResearchActivity": 0.6301169590643275,
|
| 1696 |
+
"eval_f1_I-SignOrSymptom": 0.5909090909090909,
|
| 1697 |
+
"eval_f1_I-Substance": 0.5,
|
| 1698 |
+
"eval_f1_I-TemporalConcept": 0.7868852459016393,
|
| 1699 |
+
"eval_f1_I-Virus": 0,
|
| 1700 |
+
"eval_loss": 0.001209883252158761,
|
| 1701 |
+
"eval_macro_f1": 0.45101021664043095,
|
| 1702 |
+
"eval_runtime": 28.0038,
|
| 1703 |
+
"eval_samples_per_second": 28.389,
|
| 1704 |
+
"eval_steps_per_second": 0.536,
|
| 1705 |
+
"step": 1976
|
| 1706 |
+
},
|
| 1707 |
+
{
|
| 1708 |
+
"epoch": 19.23,
|
| 1709 |
+
"learning_rate": 8.974358974358975e-05,
|
| 1710 |
+
"loss": 0.0005,
|
| 1711 |
+
"step": 2000
|
| 1712 |
+
},
|
| 1713 |
+
{
|
| 1714 |
+
"epoch": 20.0,
|
| 1715 |
+
"eval_f1_B-AminoAcidPeptideOrProtein": 0.7748976807639837,
|
| 1716 |
+
"eval_f1_B-AnatomicalAbnormality": 0,
|
| 1717 |
+
"eval_f1_B-Bacterium": 0,
|
| 1718 |
+
"eval_f1_B-BiologicFunction": 0.6074380165289256,
|
| 1719 |
+
"eval_f1_B-BiologicallyActiveSubstance": 0.7283763277693476,
|
| 1720 |
+
"eval_f1_B-BiomedicalOccupationOrDiscipline": 0.6129032258064516,
|
| 1721 |
+
"eval_f1_B-BodyPartOrganOrOrganComponent": 0.774114774114774,
|
| 1722 |
+
"eval_f1_B-Cell": 0.680672268907563,
|
| 1723 |
+
"eval_f1_B-CellComponent": 0.4313725490196078,
|
| 1724 |
+
"eval_f1_B-CellFunction": 0.6218487394957983,
|
| 1725 |
+
"eval_f1_B-CellOrMolecularDysfunction": 0.7866108786610879,
|
| 1726 |
+
"eval_f1_B-Chemical": 0.3973509933774835,
|
| 1727 |
+
"eval_f1_B-ClinicalAttribute": 0.6761904761904762,
|
| 1728 |
+
"eval_f1_B-DiseaseOrSyndrome": 0.9065934065934065,
|
| 1729 |
+
"eval_f1_B-EmbryonicStructure": 0,
|
| 1730 |
+
"eval_f1_B-EnvironmentalEffectOfHumans": 0,
|
| 1731 |
+
"eval_f1_B-Eukaryote": 0.6829268292682927,
|
| 1732 |
+
"eval_f1_B-ExperimentalModelOfDisease": 0.3636363636363636,
|
| 1733 |
+
"eval_f1_B-Finding": 0.5528089887640449,
|
| 1734 |
+
"eval_f1_B-GeneOrGenome": 0.3333333333333333,
|
| 1735 |
+
"eval_f1_B-HealthCareActivity": 0.6741803278688525,
|
| 1736 |
+
"eval_f1_B-HealthCareRelatedOrganization": 0.16,
|
| 1737 |
+
"eval_f1_B-IndividualBehavior": 0,
|
| 1738 |
+
"eval_f1_B-InjuryOrPoisoning": 0.5,
|
| 1739 |
+
"eval_f1_B-MachineActivity": 0,
|
| 1740 |
+
"eval_f1_B-ManufacturedObject": 0,
|
| 1741 |
+
"eval_f1_B-MolecularSequence": 0,
|
| 1742 |
+
"eval_f1_B-NaturalPhenomenonOrProcess": 0,
|
| 1743 |
+
"eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.5238095238095237,
|
| 1744 |
+
"eval_f1_B-Organism": 0,
|
| 1745 |
+
"eval_f1_B-OrganismAttribute": 0.7733333333333334,
|
| 1746 |
+
"eval_f1_B-PathologicFunction": 0.7272727272727273,
|
| 1747 |
+
"eval_f1_B-PatientOrDisabledGroup": 0.967741935483871,
|
| 1748 |
+
"eval_f1_B-PharmacologicSubstance": 0.5439999999999999,
|
| 1749 |
+
"eval_f1_B-PopulationGroup": 0.836283185840708,
|
| 1750 |
+
"eval_f1_B-ResearchActivity": 0.7207953603976801,
|
| 1751 |
+
"eval_f1_B-SignOrSymptom": 0.3636363636363636,
|
| 1752 |
+
"eval_f1_B-Substance": 0.24761904761904766,
|
| 1753 |
+
"eval_f1_B-TemporalConcept": 0.8057784911717496,
|
| 1754 |
+
"eval_f1_B-Virus": 0,
|
| 1755 |
+
"eval_f1_I-AminoAcidPeptideOrProtein": 0.7960488088320744,
|
| 1756 |
+
"eval_f1_I-AnatomicalAbnormality": 0,
|
| 1757 |
+
"eval_f1_I-Bacterium": 0,
|
| 1758 |
+
"eval_f1_I-BiologicFunction": 0.5322997416020672,
|
| 1759 |
+
"eval_f1_I-BiologicallyActiveSubstance": 0.7792706333973128,
|
| 1760 |
+
"eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5901639344262294,
|
| 1761 |
+
"eval_f1_I-BodyPartOrganOrOrganComponent": 0.8459214501510574,
|
| 1762 |
+
"eval_f1_I-Cell": 0.7547169811320754,
|
| 1763 |
+
"eval_f1_I-CellComponent": 0.5365853658536586,
|
| 1764 |
+
"eval_f1_I-CellFunction": 0.5995975855130785,
|
| 1765 |
+
"eval_f1_I-CellOrMolecularDysfunction": 0.8426035502958581,
|
| 1766 |
+
"eval_f1_I-Chemical": 0.5352112676056338,
|
| 1767 |
+
"eval_f1_I-ClinicalAttribute": 0.6791808873720137,
|
| 1768 |
+
"eval_f1_I-DiseaseOrSyndrome": 0.9244863964464187,
|
| 1769 |
+
"eval_f1_I-EmbryonicStructure": 0,
|
| 1770 |
+
"eval_f1_I-EnvironmentalEffectOfHumans": 0,
|
| 1771 |
+
"eval_f1_I-Eukaryote": 0.6666666666666666,
|
| 1772 |
+
"eval_f1_I-ExperimentalModelOfDisease": 0.5660377358490566,
|
| 1773 |
+
"eval_f1_I-Finding": 0.40214477211796246,
|
| 1774 |
+
"eval_f1_I-GeneOrGenome": 0.43564356435643564,
|
| 1775 |
+
"eval_f1_I-HealthCareActivity": 0.6932084309133489,
|
| 1776 |
+
"eval_f1_I-HealthCareRelatedOrganization": 0.5882352941176471,
|
| 1777 |
+
"eval_f1_I-IndividualBehavior": 0,
|
| 1778 |
+
"eval_f1_I-InjuryOrPoisoning": 0.6732673267326733,
|
| 1779 |
+
"eval_f1_I-MachineActivity": 0,
|
| 1780 |
+
"eval_f1_I-ManufacturedObject": 0.3333333333333333,
|
| 1781 |
+
"eval_f1_I-MolecularSequence": 0.25,
|
| 1782 |
+
"eval_f1_I-NaturalPhenomenonOrProcess": 0.20512820512820512,
|
| 1783 |
+
"eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.7619047619047619,
|
| 1784 |
+
"eval_f1_I-Organism": 0.22140221402214022,
|
| 1785 |
+
"eval_f1_I-OrganismAttribute": 0.34782608695652173,
|
| 1786 |
+
"eval_f1_I-PathologicFunction": 0.7716955941255006,
|
| 1787 |
+
"eval_f1_I-PatientOrDisabledGroup": 0.4,
|
| 1788 |
+
"eval_f1_I-PharmacologicSubstance": 0.6017699115044248,
|
| 1789 |
+
"eval_f1_I-PopulationGroup": 0.7455621301775148,
|
| 1790 |
+
"eval_f1_I-ResearchActivity": 0.6276211135213304,
|
| 1791 |
+
"eval_f1_I-SignOrSymptom": 0.5454545454545455,
|
| 1792 |
+
"eval_f1_I-Substance": 0.4810126582278481,
|
| 1793 |
+
"eval_f1_I-TemporalConcept": 0.7647058823529411,
|
| 1794 |
+
"eval_f1_I-Virus": 0,
|
| 1795 |
+
"eval_loss": 0.0011691718827933073,
|
| 1796 |
+
"eval_macro_f1": 0.46592789973443927,
|
| 1797 |
+
"eval_runtime": 28.1793,
|
| 1798 |
+
"eval_samples_per_second": 28.212,
|
| 1799 |
+
"eval_steps_per_second": 0.532,
|
| 1800 |
+
"step": 2080
|
| 1801 |
+
}
|
| 1802 |
+
],
|
| 1803 |
+
"max_steps": 3120,
|
| 1804 |
+
"num_train_epochs": 30,
|
| 1805 |
+
"total_flos": 2.917108629762048e+16,
|
| 1806 |
+
"trial_name": null,
|
| 1807 |
+
"trial_params": null
|
| 1808 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7681f9f5a54f82cbba8b6c6247c0eb32b0882d87c56bf933af995945651ac3f7
|
| 3 |
+
size 3515
|
vocab.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|