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ania3000
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kubert-morph

Token Classification
Transformers
Safetensors
bert
Generated from Trainer
Model card Files
xet
 Community
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End of training

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Files changed (8) hide show
  1. README.md +78 -0
  2. config.json +518 -0
  3. model.safetensors +3 -0
  4. special_tokens_map.json +37 -0
  5. tokenizer.json +0 -0
  6. tokenizer_config.json +57 -0
  7. training_args.bin +3 -0
  8. vocab.txt +0 -0
README.md ADDED
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+ ---
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+ library_name: transformers
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+ license: apache-2.0
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+ base_model: ania3000/kubert-from_multilingual
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - accuracy
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+ model-index:
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+ - name: trainer_output
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # trainer_output
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+
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+ This model is a fine-tuned version of [ania3000/kubert-from_multilingual](https://huggingface.co/ania3000/kubert-from_multilingual) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 2.0092
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+ - Accuracy: 69.0856
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+ - Sentence accuracy: 14.7059
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 5e-05
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+ - train_batch_size: 8
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+ - eval_batch_size: 8
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+ - seed: 42
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+ - optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: linear
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+ - num_epochs: 25
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Accuracy | Sentence accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------------:|
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+ | No log | 1.0 | 51 | 2.6089 | 51.0885 | 4.9020 |
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+ | No log | 2.0 | 102 | 2.0624 | 57.9100 | 6.8627 |
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+ | No log | 3.0 | 153 | 1.9063 | 61.9739 | 9.8039 |
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+ | No log | 4.0 | 204 | 1.8096 | 62.9898 | 9.8039 |
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+ | No log | 5.0 | 255 | 1.8159 | 64.0058 | 10.7843 |
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+ | No log | 6.0 | 306 | 1.8145 | 65.4572 | 10.7843 |
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+ | No log | 7.0 | 357 | 1.7694 | 66.9086 | 11.7647 |
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+ | No log | 8.0 | 408 | 1.8472 | 67.6343 | 13.7255 |
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+ | No log | 9.0 | 459 | 1.8234 | 68.7954 | 10.7843 |
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+ | 1.2156 | 10.0 | 510 | 1.8620 | 67.6343 | 16.6667 |
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+ | 1.2156 | 11.0 | 561 | 1.9227 | 68.9405 | 14.7059 |
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+ | 1.2156 | 12.0 | 612 | 1.9168 | 68.9405 | 16.6667 |
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+ | 1.2156 | 13.0 | 663 | 1.9321 | 69.2308 | 15.6863 |
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+ | 1.2156 | 14.0 | 714 | 1.9782 | 68.5051 | 15.6863 |
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+ | 1.2156 | 15.0 | 765 | 2.0042 | 68.7954 | 14.7059 |
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+ | 1.2156 | 16.0 | 816 | 2.0225 | 69.0856 | 13.7255 |
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+ | 1.2156 | 17.0 | 867 | 2.0092 | 69.0856 | 14.7059 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.57.3
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+ - Pytorch 2.11.0+cu128
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+ - Datasets 4.0.0
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+ - Tokenizers 0.22.2
config.json ADDED
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+ {
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+ "architectures": [
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+ "BertForTokenClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.1,
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+ "classifier_dropout": null,
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+ "directionality": "bidi",
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+ "dtype": "float32",
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.1,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "<PAD>",
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+ "1": "<UNK>",
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+ "2": "NOUN",
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+ "3": "PRON,Number=Sing|Person=3",
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+ "4": "VERB,Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act",
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+ "5": "NOUN,Number=Sing",
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+ "6": "PUNCT",
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+ "7": "ADP,ExtPos=ADP",
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+ "8": "NOUN,Definite=Def|Number=Sing",
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+ "9": "ADJ",
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+ "10": "NOUN,Definite=Ind|Number=Sing",
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+ "11": "DET",
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+ "12": "ADV",
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+ "13": "VERB,Number=Sing|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act",
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+ "14": "VERB,Number=Sing|Person=3|Tense=Past|VerbForm=Fin|Voice=Act",
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+ "15": "PRON,Definite=Def|Number=Sing",
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+ "16": "VERB,Aspect=Imp|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin|Voice=Act",
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+ "17": "VERB,Mood=Sub|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin|Voice=Act",
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+ "18": "PRON",
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+ "19": "NOUN,Gender=Masc|Number=Sing",
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+ "20": "ADP",
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+ "21": "VERB,Gender=Masc|Mood=Ind|Number=Sing|Person=3|Polarity=Neg|Tense=Past",
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+ "22": "INTJ",
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+ "23": "VERB,Mood=Sub|Number=Sing|Person=1|Tense=Pres",
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+ "24": "PRON,PronType=Prs|Reflex=Yes",
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+ "25": "VERB,Aspect=Perf|Mood=Ind|Number=Plur|Person=3|Tense=Past",
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+ "26": "NOUN,Gender=Masc",
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+ "27": "VERB,Mood=Sub|Number=Sing|Person=1|Polarity=Neg|Tense=Pres",
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+ "28": "VERB,Number=Sing|Person=3|Tense=Pres",
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+ "29": "NOUN,Definite=Def|Number=Plur",
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+ "30": "PART",
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+ "31": "PRON,Number=Sing|Person=1",
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+ "32": "NOUN,Definite=Spec|Number=Sing",
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+ "33": "NUM",
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+ "34": "VERB,Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act",
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+ "35": "VERB,Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act",
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+ "36": "DET,Number=Sing",
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+ "37": "PROPN,Case=Acc|Definite=Def|Gender=Fem|Number=Sing",
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+ "38": "VERB,Evident=Nfh|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
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+ "39": "NOUN,Case=Con|Definite=Def|Gender=Fem|Number=Plur",
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+ "40": "ADJ,Degree=Pos",
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+ "41": "VERB,Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act",
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+ "42": "VERB,Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin|Voice=Act",
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+ "43": "CCONJ",
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+ "44": "PRON,Number=Sing|Person=2",
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+ "45": "VERB,Aspect=Perf|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin|Voice=Act",
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+ "46": "VERB,Aspect=Perf|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin|Voice=Cau",
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+ "47": "VERB,Aspect=Imp|Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act",
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+ "48": "NUM,NumType=Card",
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+ "49": "NOUN,Gender=Fem|Number=Sing",
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+ "50": "VERB,Mood=Ind|VerbForm=Fin",
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+ "51": "AUX,Gender=Fem|Mood=Ind|Number=Sing|Person=3|Tense=Pres",
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+ "52": "VERB,Gender=Masc|Mood=Ind|Number=Sing|Person=3|Tense=Pres",
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+ "53": "SCONJ",
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+ "54": "VERB,Gender=Masc|Mood=Ind|Number=Sing|Person=3|Tense=Past",
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+ "55": "VERB,Gender=Fem|Mood=Ind|Number=Sing|Person=3|Tense=Past",
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+ "56": "VERB,Mood=Ind|Number=Sing|Person=1|Tense=Pres",
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+ "57": "ADJ,Gender=Fem|Number=Sing",
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+ "58": "VERB,Mood=Imp|Number=Sing|Person=2",
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+ "59": "NOUN,Case=Con|Definite=Def|Gender=Fem|Number=Sing",
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+ "60": "NOUN,Case=Nom|Gender=Masc|Number=Plur",
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+ "61": "ADP,AdpType=Prep",
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+ "62": "NOUN,Case=Con|Definite=Def|Gender=Masc|Number=Plur",
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+ "63": "NOUN,Case=Acc|Definite=Def|Gender=Masc|Number=Sing",
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+ "64": "NOUN,Case=Nom|Definite=Def|Gender=Fem|Number=Sing",
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+ "65": "VERB,Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
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+ "66": "NOUN,Gender=Fem|Number=Plur",
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+ "67": "ADV,PronType=Int",
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+ "68": "VERB,Mood=Ind|Number=Plur|Person=3|Tense=Pres",
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+ "69": "NOUN,Gender=Masc|Number=Plur",
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+ "70": "ADP,Number=Plur",
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+ "71": "ADJ,Number=Plur",
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+ "72": "PRON,Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
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+ "73": "AUX,Gender=Masc|Mood=Ind|Number=Sing|Person=3|Tense=Pres",
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+ "74": "ADP,Gender=Masc|Number=Sing",
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+ "75": "PRON,PronType=Prs",
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+ "76": "ADV,Number=Sing",
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+ "77": "PRON,Number=Plur|Person=3",
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+ "78": "VERB,Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin|Voice=Act",
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+ "79": "PROPN,Gender=Masc|Number=Sing",
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+ "80": "VERB,Number=Plur|Person=3|Tense=Past|VerbForm=Fin|Voice=Act",
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+ "81": "PRON,Case=Acc|Number=Sing|Person=2|PronType=Prs",
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+ "82": "VERB,Mood=Sub|Number=Plur|Person=3|Tense=Pres",
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+ "83": "DET,Case=Acc|Gender=Fem|Number=Sing|PronType=Dem",
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+ "84": "NOUN,Case=Acc|Gender=Fem|Number=Sing|PronType=Dem",
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+ "85": "ADP,AdpType=Post",
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+ "86": "NOUN,Case=Acc|Definite=Def|Gender=Masc|Number=Plur",
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+ "87": "AUX,Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
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+ "88": "VERB,VerbForm=Inf",
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+ "89": "PRON,Case=Nom|Gender=Masc|Number=Plur|PronType=Ind",
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+ "90": "PRON,Case=Acc|Gender=Fem,Masc|Number=Plur|PronType=Dem",
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+ "91": "NOUN,Case=Con|Definite=Def|Gender=Masc|Number=Sing",
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+ "92": "PROPN,Case=Nom|Definite=Def|Gender=Fem|Number=Sing",
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+ "93": "AUX,Evident=Nfh|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
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+ "94": "VERB,Mood=Ind|Number=Sing|Person=1|Tense=Past",
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+ "95": "ADP,Gender=Fem|Number=Sing",
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+ "96": "ADJ,Gender=Masc|Number=Sing",
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+ "97": "PRON,Number=Plur|Person=1|PronType=Prs",
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+ "98": "NOUN,Number=Plur",
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+ "99": "NOUN,Case=Nom|Number=Plur",
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+ "100": "VERB,Mood=Ind|Number=Plur|Person=1|Tense=Past",
114
+ "101": "VERB,Aspect=Imp|Mood=Ind|Polarity=Neg|Tense=Past",
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+ "102": "VERB,Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act",
116
+ "103": "PRON,Case=Nom|Number=Sing|Person=2|PronType=Prs",
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+ "104": "VERB,Mood=Ind|Number=Sing|Person=2|Tense=Past",
118
+ "105": "PROPN,Number=Sing",
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+ "106": "VERB,Aspect=Imp|Mood=Ind|Tense=Past",
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+ "107": "DET,Case=Nom|Gender=Masc|Number=Sing|PronType=Dem",
121
+ "108": "NUM,Definite=Ind|Number=Sing",
122
+ "109": "PRON,Number=Plur|Person=1",
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+ "110": "DET,Definite=Def|Number=Sing",
124
+ "111": "VERB,Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin|Voice=Cau",
125
+ "112": "DET,Gender=Fem|Number=Sing|PronType=Dem",
126
+ "113": "VERB,Gender=Fem|Mood=Ind|Number=Sing|Person=3|Tense=Pres",
127
+ "114": "DET,Definite=Ind",
128
+ "115": "PRON,Case=Acc|Number=Sing|Person=1|PronType=Prs",
129
+ "116": "VERB,Aspect=Perf|Gender=Masc|Mood=Ind|Number=Sing|Person=3|Tense=Past",
130
+ "117": "VERB,Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act",
131
+ "118": "VERB,Mood=Sub|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin|Voice=Act",
132
+ "119": "NOUN,Definite=Def",
133
+ "120": "NOUN,Definite=Spec|Number=Plur",
134
+ "121": "VERB,Aspect=Imp|Number=Sing|Person=3|Tense=Past|VerbForm=Fin|Voice=Act",
135
+ "122": "PRON,Case=Acc|Number=Plur|Person=3|PronType=Prs",
136
+ "123": "NOUN,Case=Nom|Definite=Def|Gender=Masc|Number=Plur",
137
+ "124": "NOUN,Case=Con|Gender=Fem|Number=Sing|PronType=Ind",
138
+ "125": "VERB,Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
139
+ "126": "PRON,Case=Nom|Number=Sing|Person=1|PronType=Prs",
140
+ "127": "PROPN",
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+ "128": "VERB,Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin|Voice=Cau",
142
+ "129": "PRON,Definite=Ind|Number=Plur",
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+ "130": "PRON,Person=3",
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+ "131": "DET,Case=Nom|Gender=Fem,Masc|Number=Plur,Sing|PronType=Dem",
145
+ "132": "NOUN,Case=Nom|Definite=Def|Gender=Masc|Number=Sing",
146
+ "133": "DET,Gender=Fem,Masc|Number=Sing|PronType=Ind",
147
+ "134": "AUX,Mood=Ind|Number=Sing|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin",
148
+ "135": "DET,Gender=Fem,Masc|Number=Plur,Sing|PronType=Ind",
149
+ "136": "NOUN,Case=Acc|Gender=Masc|Number=Plur|PronType=Dem",
150
+ "137": "NOUN,Case=Acc|Gender=Fem|Number=Plur|PronType=Dem",
151
+ "138": "AUX,Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
152
+ "139": "NOUN,Number=Plur|Person=3",
153
+ "140": "NOUN,Definite=Ind|Gender=Masc|Number=Sing",
154
+ "141": "VERB,Mood=Ind|Number=Plur|Person=1|Tense=Pres",
155
+ "142": "NOUN,Case=Acc|Definite=Def|Gender=Fem|Number=Sing",
156
+ "143": "AUX,Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
157
+ "144": "VERB,Number=Plur|Person=3|Tense=Pres",
158
+ "145": "VERB,Mood=Sub|Number=Sing|Person=3|Tense=Past|VerbForm=Fin|Voice=Act",
159
+ "146": "VERB,Mood=Sub|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin|Voice=Act",
160
+ "147": "NOUN,Foreign=Yes|Gender=Masc|Number=Plur",
161
+ "148": "AUX,Mood=Ind|Number=Plur|Person=3|Tense=Pres",
162
+ "149": "PRON,Number=Plur|Person=2|PronType=Prs",
163
+ "150": "PRON,Case=Acc|Number=Plur|Person=2|PronType=Prs",
164
+ "151": "NOUN,Case=Acc|Gender=Masc|Number=Sing",
165
+ "152": "VERB,Mood=Imp|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act",
166
+ "153": "VERB,Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Act",
167
+ "154": "PART,Reflex=Yes",
168
+ "155": "AUX,Mood=Ind|Number=Plur|Person=1|Tense=Past",
169
+ "156": "DET,Number=Plur",
170
+ "157": "PRON,Number=Sing|Person=2|PronType=Prs",
171
+ "158": "PRON,Gender=Masc|Number=Plur|PronType=Int",
172
+ "159": "AUX,Gender=Masc|Mood=Ind|Number=Sing|Person=3|Tense=Past",
173
+ "160": "PRON,Case=Nom|Number=Plur|Person=3|PronType=Prs",
174
+ "161": "PRON,Case=Acc|Gender=Masc|Number=Sing|PronType=Int",
175
+ "162": "VERB,Aspect=Perf|Gender=Fem|Mood=Ind|Number=Sing|Person=3|Tense=Past",
176
+ "163": "NUM,Definite=Ind",
177
+ "164": "SYM",
178
+ "165": "AUX,Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
179
+ "166": "X,Foreign=Yes",
180
+ "167": "NOUN,Case=Con|Gender=Masc|Number=Sing|PronType=Ind",
181
+ "168": "PRON,Gender=Fem,Masc|Number=Plur,Sing|PronType=Prs|Reflex=Yes",
182
+ "169": "VERB,Aspect=Perf|Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act",
183
+ "170": "VERB,Gender=Masc|Mood=Sub|Number=Sing|Person=3|Tense=Pres",
184
+ "171": "PRON,Gender=Fem|Number=Sing|PronType=Dem",
185
+ "172": "PRON,PronType=Int",
186
+ "173": "VERB,Number=Sing|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act",
187
+ "174": "PRON,Definite=Ind|Number=Sing|Person=3",
188
+ "175": "VERB,Aspect=Imp|Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act",
189
+ "176": "NOUN,Gender=Fem",
190
+ "177": "PRON,Number=Sing|PronType=Ind",
191
+ "178": "VERB,Mood=Ind|Number=Sing|Person=2|Tense=Pres",
192
+ "179": "VERB,Aspect=Perf|Gender=Masc|Number=Sing|Tense=Past",
193
+ "180": "NOUN,Case=Acc|Number=Plur",
194
+ "181": "PRON,Number=Sing|PronType=Rcp",
195
+ "182": "VERB,Mood=Ind|Number=Plur|Tense=Past",
196
+ "183": "ADV,Foreign=Yes",
197
+ "184": "PROPN,Case=Acc|Gender=Masc|Number=Sing",
198
+ "185": "PRON,Person=3|PronType=Prs",
199
+ "186": "VERB,Polarity=Neg",
200
+ "187": "VERB",
201
+ "188": "DET,Number=Plur|PronType=Dem",
202
+ "189": "VERB,Mood=Ind|Number=Plur|Person=3|Tense=Past",
203
+ "190": "PRON,PronType=Ind",
204
+ "191": "PRON,Number=Plur",
205
+ "192": "PRON,Case=Acc|Number=Sing|Person=3|PronType=Prs",
206
+ "193": "PRON,Number=Plur|PronType=Dem",
207
+ "194": "NOUN,Definite=Ind|Gender=Masc",
208
+ "195": "VERB,Aspect=Perf|Gender=Masc|Mood=Ind|Number=Sing|Tense=Past",
209
+ "196": "PRON,Case=Acc|Person=3|PronType=Prs",
210
+ "197": "ADV,Definite=Ind|Number=Sing",
211
+ "198": "VERB,Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act",
212
+ "199": "VERB,Number=Sing|Person=3|Tense=Fut",
213
+ "200": "VERB,Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
214
+ "201": "PROPN,Case=Con|Definite=Def|Gender=Fem|Number=Sing",
215
+ "202": "ADP,Gender=Fem",
216
+ "203": "PRON,Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
217
+ "204": "VERB,Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act",
218
+ "205": "PRON,Number=Sing",
219
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