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ania3000
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ossbert-morph-e-v2

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

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Files changed (8) hide show
  1. README.md +80 -0
  2. config.json +1064 -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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+ base_model: AlexeySorokin/ossbert-onc-unlab-bs64-5epochs
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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 [AlexeySorokin/ossbert-onc-unlab-bs64-5epochs](https://huggingface.co/AlexeySorokin/ossbert-onc-unlab-bs64-5epochs) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.3650
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+ - Accuracy: 95.6576
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+ - Sentence accuracy: 59.4495
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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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+ | 1.0698 | 1.0 | 546 | 0.3788 | 92.1082 | 43.1193 |
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+ | 0.3296 | 2.0 | 1092 | 0.2647 | 94.0969 | 51.9266 |
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+ | 0.2081 | 3.0 | 1638 | 0.2419 | 94.4745 | 52.6606 |
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+ | 0.1458 | 4.0 | 2184 | 0.2334 | 94.9906 | 53.9450 |
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+ | 0.1071 | 5.0 | 2730 | 0.2254 | 95.1290 | 55.7798 |
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+ | 0.0806 | 6.0 | 3276 | 0.2527 | 95.1919 | 57.7982 |
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+ | 0.0599 | 7.0 | 3822 | 0.2556 | 95.3052 | 56.6972 |
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+ | 0.042 | 8.0 | 4368 | 0.2634 | 95.3556 | 57.4312 |
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+ | 0.0343 | 9.0 | 4914 | 0.2695 | 95.4940 | 57.6147 |
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+ | 0.0237 | 10.0 | 5460 | 0.2970 | 95.3304 | 57.9817 |
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+ | 0.0152 | 11.0 | 6006 | 0.2884 | 95.5444 | 58.7156 |
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+ | 0.0102 | 12.0 | 6552 | 0.2950 | 95.5318 | 58.1651 |
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+ | 0.0088 | 13.0 | 7098 | 0.3069 | 95.6199 | 57.4312 |
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+ | 0.0049 | 14.0 | 7644 | 0.3217 | 95.7080 | 58.7156 |
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+ | 0.0056 | 15.0 | 8190 | 0.3223 | 95.6576 | 58.8991 |
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+ | 0.0044 | 16.0 | 8736 | 0.3220 | 95.7709 | 58.5321 |
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+ | 0.0036 | 17.0 | 9282 | 0.3391 | 95.7206 | 59.2661 |
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+ | 0.0035 | 18.0 | 9828 | 0.3515 | 95.5066 | 58.3486 |
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+ | 0.0035 | 19.0 | 10374 | 0.3600 | 95.4940 | 58.3486 |
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+ | 0.0022 | 20.0 | 10920 | 0.3650 | 95.6576 | 59.4495 |
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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 2.10.0+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": "NPROP,Case=Nom|Number=Sing",
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+ "3": "PUNCT",
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+ "4": "X",
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+ "5": "DET,Number=Sing|Person=1|Poss=Yes|PronType=Prs",
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+ "6": "NOUN,Case=Com|Number=Sing",
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+ "7": "NOUN,Case=Nom|Number=Sing",
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+ "8": "AUX,Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
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+ "9": "CCONJ",
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+ "10": "ADV,PronType=Int",
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+ "11": "ADV,Degree=Cmp",
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+ "12": "VERB,Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
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+ "13": "ADV,Deixis=Prox|PronType=Dem",
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+ "14": "PRON,Case=All|Number=Sing|Person=1|PronType=Prs",
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+ "15": "VERB,Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
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+ "16": "DET,PronType=Int",
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+ "17": "NOUN,Case=Gen|Number=Plur",
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+ "18": "ADP",
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+ "19": "VERB,Mood=Sub|Number=Sing|Person=2|VerbForm=Fin",
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+ "20": "PART",
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+ "21": "DET,Deixis=Remt|PronType=Dem",
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+ "22": "ADJ",
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+ "23": "NOUN,Case=Ine|Number=Sing",
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+ "24": "NOUN,Case=Nom|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act",
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+ "25": "AUX,Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
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+ "26": "PART,Polarity=Neg",
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+ "27": "VERB,Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
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+ "28": "SCONJ",
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+ "29": "NOUN,Case=Equ|Number=Sing",
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+ "30": "INTJ",
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+ "31": "PRON,Case=Ine|Deixis=Remt|Number=Sing|PronType=Dem",
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+ "32": "NUM,Case=Nom|NumType=Card|Number=Sing",
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+ "33": "NOUN,Case=Nom|Number=Count",
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+ "34": "VERB,Aspect=Perf|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
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+ "35": "PRON,Case=Ine|Deixis=Prox|Number=Sing|PronType=Dem",
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+ "36": "PRON,Case=Nom|Number=Sing|Person=1|PronType=Prs",
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+ "37": "NUM,Case=Abl|NumType=Card|Number=Sing",
51
+ "38": "VERB,Aspect=Perf|Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
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+ "39": "ADV,Deixis=Remt|PronType=Dem",
53
+ "40": "PRON,Case=Nom|Number=Plur|Person=1|PronType=Prs",
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+ "41": "ADV",
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+ "42": "VERB,Tense=Fut|VerbForm=Part|Voice=Pass",
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+ "43": "PRON,Case=Dat|Number=Plur|Person=2|PronType=Prs",
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+ "44": "AUX,Mood=Ind|Number=Sing|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin",
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+ "45": "INTJ,Polarity=Neg",
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+ "46": "NPROP,Case=Gen|Number=Sing",
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+ "47": "PRON,Case=Nom|Number=Sing",
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+ "48": "PRON,Case=Nom|Number=Sing|Person=3|PronType=Prs|Reflex=Yes",
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+ "49": "VERB,Aspect=Perf|Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
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+ "50": "AUX,Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
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+ "51": "PRON,Case=Gen|Number=Sing|Person=3|PronType=Prs",
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+ "52": "VERB,Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
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+ "53": "PRON,Case=Gen|Number=Plur|Person=1|PronType=Prs",
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+ "54": "VERB,VerbForm=Inf",
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+ "55": "ADV,PronType=Dem",
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+ "56": "NOUN,Case=Dat|Number=Sing",
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+ "57": "DET,Number=Sing|Person=3|Poss=Yes|PronType=Prs",
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+ "58": "VERB,Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
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+ "59": "VERB,Aspect=Perf|Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
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+ "60": "DET,Number=Plur|Person=1|Poss=Yes|PronType=Prs",
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+ "61": "PRON,Case=Gen|Deixis=Remt|Number=Sing|PronType=Dem",
75
+ "62": "PRON,Case=Gen|Number=Sing|Person=1|PronType=Prs",
76
+ "63": "VERB,Aspect=Perf|Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
77
+ "64": "NPROP,Case=Ine|Number=Sing",
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+ "65": "NOUN,Case=All|Number=Sing",
79
+ "66": "AUX,Aspect=Perf|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
80
+ "67": "PRON,Case=Nom|Deixis=Prox|Number=Sing|PronType=Dem",
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+ "68": "PRON,Case=Nom|Number=Sing|PronType=Int",
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+ "69": "PRON,Case=Nom|Deixis=Remt|Number=Sing|PronType=Dem",
83
+ "70": "ADV,PronType=Ind",
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+ "71": "VERB,Mood=Sub|Number=Plur|Person=3|VerbForm=Fin",
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+ "72": "VERB,Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
86
+ "73": "NOUN,Case=Gen|Degree=Cmp|Number=Plur",
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+ "74": "DET,Number=Plur|Person=3|Poss=Yes|PronType=Prs",
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+ "75": "VERB,Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
89
+ "76": "VERB,Mood=Imp|Number=Plur|Person=2|VerbForm=Fin",
90
+ "77": "NPROP,Case=Abl|Number=Sing",
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+ "78": "PRON,Case=Gen|Number=Plur|Person=3|PronType=Prs",
92
+ "79": "VERB,Aspect=Perf|Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
93
+ "80": "NOUN,Case=Nom|Number=Plur",
94
+ "81": "PRON,Case=Dat|Number=Sing|Person=1|PronType=Prs",
95
+ "82": "NOUN,Case=Abl|Number=Sing",
96
+ "83": "NOUN,Case=Nom|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
97
+ "84": "VERB,Aspect=Perf|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
98
+ "85": "DET,PronType=Tot",
99
+ "86": "DET,Deixis=Prox|PronType=Dem",
100
+ "87": "PRON,Case=All|Number=Sing|Person=3|PronType=Prs",
101
+ "88": "PRON,Case=Nom|Number=Sing|PronType=Neg",
102
+ "89": "VERB,Mood=Ind|Number=Sing|Person=2|Tense=Past|VerbForm=Fin",
103
+ "90": "NPROP,Case=All|Number=Sing",
104
+ "91": "NOUN,Case=Gen|Number=Sing",
105
+ "92": "NOUN,Case=Dat|Number=Plur",
106
+ "93": "ADJ,Degree=Cmp",
107
+ "94": "VERB,Aspect=Perf|VerbForm=Inf",
108
+ "95": "PRON,Case=Gen|Number=Plur|Person=3|PronType=Prs|Reflex=Yes",
109
+ "96": "NOUN,Case=Sup|Number=Sing",
110
+ "97": "AUX,Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
111
+ "98": "PRON,Case=Nom|Number=Sing|PronType=Ind",
112
+ "99": "VERB,Aspect=Perf|Mood=Opt|Number=Sing|Person=3|VerbForm=Fin",
113
+ "100": "AUX,Mood=Opt|Number=Plur|Person=3|VerbForm=Fin",
114
+ "101": "VERB,VerbForm=Conv",
115
+ "102": "AUX,Aspect=Perf|Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
116
+ "103": "DET,PronType=Ind",
117
+ "104": "NOUN,Case=Com|Number=Plur",
118
+ "105": "PRON,Case=Abl|Number=Plur|Person=1|PronType=Prs",
119
+ "106": "AUX,Aspect=Perf|Mood=Imp|Number=Plur|Person=2|VerbForm=Fin",
120
+ "107": "PRON,Case=All|Number=Plur|Person=3|PronType=Prs",
121
+ "108": "PRON,Case=Dat|Number=Plur|Person=3|PronType=Prs",
122
+ "109": "PRON,Case=Dat|Deixis=Remt|Number=Plur|PronType=Dem",
123
+ "110": "PRON,Case=All|Number=Plur|Person=1|PronType=Prs",
124
+ "111": "PRON,Case=Nom|Deixis=Remt|Number=Plur|PronType=Dem",
125
+ "112": "AUX,Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
126
+ "113": "NOUN,Case=Abl|Number=Plur",
127
+ "114": "PRON,Case=Gen|Number=Sing|Person=3|PronType=Prs|Reflex=Yes",
128
+ "115": "PRON,Case=Nom|Number=Plur|PronType=Ind",
129
+ "116": "PRON,Case=Nom|Number=Plur|PronType=Int",
130
+ "117": "PRON,Case=All|Number=Sing|PronType=Int",
131
+ "118": "PRON,Case=Dat|Number=Sing|Person=3|PronType=Prs",
132
+ "119": "VERB,Aspect=Perf|Mood=Irr|Number=Plur|Person=3|VerbForm=Fin",
133
+ "120": "DET,Number=Sing|Person=2|Poss=Yes|PronType=Prs",
134
+ "121": "VERB,Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
135
+ "122": "PRON,Case=Dat|Number=Sing|Person=2|PronType=Prs",
136
+ "123": "VERB,Aspect=Perf|Mood=Sub|Number=Sing|Person=3|VerbForm=Fin",
137
+ "124": "VERB,Aspect=Perf|Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
138
+ "125": "VERB,Mood=Irr|Number=Sing|Person=3|VerbForm=Fin",
139
+ "126": "VERB,Aspect=Perf|Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
140
+ "127": "PRON,Case=All|Deixis=Remt|Number=Sing|PronType=Dem",
141
+ "128": "ADV,VerbForm=Conv2",
142
+ "129": "AUX,Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
143
+ "130": "PRON,Case=All|Number=Sing|Person=2|PronType=Prs",
144
+ "131": "PRON,Case=Ine|Number=Sing|Person=3|PronType=Prs",
145
+ "132": "PRON,Case=Gen|Deixis=Remt|Number=Plur|PronType=Dem",
146
+ "133": "PRON,Case=Nom|Number=Sing|PronType=Tot",
147
+ "134": "PRON,Case=Gen|Number=Sing|PronType=Int",
148
+ "135": "NOUN,Case=Nom|Degree=Cmp|Number=Plur",
149
+ "136": "NOUN,Case=All|Number=Sing|VerbForm=Inf",
150
+ "137": "SCONJ,VerbForm=Conv",
151
+ "138": "VERB,Aspect=Perf|Mood=Ind|Number=Sing|Person=2|Tense=Past|VerbForm=Fin",
152
+ "139": "ADJ,Aspect=Perf|Tense=Pres|VerbForm=Part|Voice=Act",
153
+ "140": "PRON,Case=Com|Number=Sing|PronType=Rcp",
154
+ "141": "PRON,Case=All|Number=Plur|Person=2|PronType=Prs",
155
+ "142": "PRON,Case=Nom|Number=Plur|Person=1|Poss=Yes|PronType=Prs|Reflex=Yes",
156
+ "143": "AUX,Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
157
+ "144": "VERB,Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
158
+ "145": "NOUN,Case=Nom|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act",
159
+ "146": "VERB,Mood=Sub|Number=Sing|Person=1|VerbForm=Fin",
160
+ "147": "PRON,Case=Nom|Deixis=Prox|Number=Plur|PronType=Dem",
161
+ "148": "AUX,Aspect=Perf|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
162
+ "149": "PRON,Case=Dat|Number=Plur|Person=1|PronType=Prs",
163
+ "150": "ADV,PronType=Neg",
164
+ "151": "VERB,Aspect=Perf|Mood=Sub|Number=Sing|Person=1|VerbForm=Fin",
165
+ "152": "PRON,Case=Com|Deixis=Prox|Number=Sing|PronType=Dem",
166
+ "153": "AUX,Aspect=Imp|Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
167
+ "154": "AUX,Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
168
+ "155": "PRON,Case=Dat|Number=Sing|Person=1|PronType=Prs|Reflex=Yes",
169
+ "156": "PRON,Case=Abl|Number=Plur|Person=3|PronType=Prs",
170
+ "157": "PRON,Case=Com|Number=Plur|Person=3|PronType=Prs",
171
+ "158": "VERB,Aspect=Perf|Mood=Sub|Number=Plur|Person=1|VerbForm=Fin",
172
+ "159": "VERB,Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin",
173
+ "160": "ADV,VerbForm=Conv",
174
+ "161": "AUX,Aspect=Perf|Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
175
+ "162": "PRON,Case=Com|Number=Sing|Person=3|PronType=Prs",
176
+ "163": "NOUN,Case=Sup|Number=Plur",
177
+ "164": "PRON,Case=Ine|Number=Sing",
178
+ "165": "NOUN,Case=Ine|Number=Plur",
179
+ "166": "ADJ,NumType=Ord",
180
+ "167": "AUX,Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
181
+ "168": "AUX,Mood=Sub|Number=Sing|Person=1|VerbForm=Fin",
182
+ "169": "NUM,Case=Nom|NumType=Card|Number=Plur",
183
+ "170": "PRON,Case=Abl|Number=Sing|Person=3|PronType=Prs",
184
+ "171": "NPROP,Case=Abl|Number=Plur",
185
+ "172": "VERB,Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
186
+ "173": "ADJ,Tense=Pres|VerbForm=Part|Voice=Act",
187
+ "174": "AUX,Mood=Sub|Number=Plur|Person=3|VerbForm=Fin",
188
+ "175": "PRON,Case=Nom|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
189
+ "176": "AUX,Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
190
+ "177": "VERB,Aspect=Perf|Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
191
+ "178": "AUX,Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin",
192
+ "179": "VERB,Aspect=Perf|Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin",
193
+ "180": "VERB,Aspect=Imp|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
194
+ "181": "NOUN,Case=Abl|Degree=Cmp|Number=Sing",
195
+ "182": "AUX,Mood=Ind|Number=Sing|Person=2|Tense=Past|VerbForm=Fin",
196
+ "183": "PRON,Case=All|Number=Plur|Person=1|PronType=Prs|Reflex=Yes",
197
+ "184": "VERB,Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
198
+ "185": "DET,Number=Plur|Person=2|Poss=Yes|PronType=Prs",
199
+ "186": "NOUN,Case=All|Number=Plur",
200
+ "187": "VERB,Aspect=Perf|Mood=Imp|Number=Plur|Person=2|VerbForm=Fin",
201
+ "188": "ADV,NumType=Ord",
202
+ "189": "PRON,Case=Nom|Number=Sing|Person=2|PronType=Prs",
203
+ "190": "VERB,Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
204
+ "191": "PRON,Case=Abl|Number=Sing|Person=1|PronType=Prs",
205
+ "192": "AUX,Aspect=Perf|Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
206
+ "193": "PRON,Case=Gen|Number=Plur|Person=1|PronType=Prs|Reflex=Yes",
207
+ "194": "VERB,Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
208
+ "195": "VERB,Aspect=Perf|Mood=Ind|Number=Plur|Person=2|Tense=Past|VerbForm=Fin",
209
+ "196": "NOUN,Aspect=Perf|Case=Nom|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
210
+ "197": "AUX,VerbForm=Inf",
211
+ "198": "PRON,Case=Gen|Number=Sing|Person=2|PronType=Prs",
212
+ "199": "AUX,Aspect=Perf|Mood=Sub|Number=Plur|Person=3|VerbForm=Fin",
213
+ "200": "PRON,Case=Dir|Deixis=Prox|Number=Sing|PronType=Dem",
214
+ "201": "PRON,Case=Sup|Number=Sing|Person=1|PronType=Prs",
215
+ "202": "PRON,Case=Nom|Number=Plur|Person=2|PronType=Prs",
216
+ "203": "PRON,Case=All|Number=Sing|PronType=Rcp",
217
+ "204": "NOUN,Case=Gen|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act",
218
+ "205": "VERB,Mood=Sub|Number=Sing|Person=3|VerbForm=Fin",
219
+ "206": "AUX,Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
220
+ "207": "VERB,Mood=Sub|Number=Plur|Person=2|VerbForm=Fin",
221
+ "208": "PRON,Case=All|Number=Plur|Person=3|PronType=Prs|Reflex=Yes",
222
+ "209": "PRON,Case=Sup|Number=Sing|PronType=Int",
223
+ "210": "NOUN,Case=Dat|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act",
224
+ "211": "AUX,Aspect=Perf|Mood=Sub|Number=Sing|Person=2|VerbForm=Fin",
225
+ "212": "PRON,Case=Abl|Number=Sing|Person=2|PronType=Prs",
226
+ "213": "AUX,Aspect=Perf|Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
227
+ "214": "PRON,Case=Rcs|Deixis=Prox|Number=Sing|PronType=Dem",
228
+ "215": "VERB,Mood=Ind|Number=Sing|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin",
229
+ "216": "PRON,Case=Abl|Number=Plur|Person=2|PronType=Prs|Reflex=Yes",
230
+ "217": "VERB,Tense=Pres|VerbForm=Part|Voice=Act",
231
+ "218": "AUX,Mood=Irr|Number=Sing|Person=3|VerbForm=Fin",
232
+ "219": "VERB,Aspect=Perf|Mood=Sub|Number=Plur|Person=3|VerbForm=Fin",
233
+ "220": "AUX,Aspect=Perf|Mood=Ind|Number=Sing|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin",
234
+ "221": "PRON,Case=Gen|Number=Sing|Person=1|PronType=Prs|Reflex=Yes",
235
+ "222": "PRON,Case=Abl|Number=Sing",
236
+ "223": "PRON,Case=Dat|Deixis=Remt|Number=Sing|PronType=Dem",
237
+ "224": "VERB,Aspect=Perf|Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
238
+ "225": "PRON,Case=Gen|Number=Sing",
239
+ "226": "PRON,Case=Com|Number=Sing|Person=1|PronType=Prs",
240
+ "227": "NPROP,Case=Dat|Number=Sing",
241
+ "228": "PRON,Case=Nom|Number=Sing|Person=1|PronType=Prs|Reflex=Yes",
242
+ "229": "PRON,Case=Gen|Number=Sing|PronType=Neg",
243
+ "230": "AUX,Aspect=Perf|Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
244
+ "231": "PRON,Case=Dir|Deixis=Remt|Number=Sing|PronType=Dem",
245
+ "232": "NOUN,Case=Nom|Number=Sing|Tense=Fut|VerbForm=Part|Voice=Pass",
246
+ "233": "VERB,Mood=Sub|Number=Sing|Person=0|VerbForm=Fin",
247
+ "234": "PRON,Case=Nom|Number=Plur",
248
+ "235": "AUX,Aspect=Perf|Mood=Sub|Number=Sing|Person=3|VerbForm=Fin",
249
+ "236": "PRON,Case=Gen|Deixis=Prox|Number=Sing|PronType=Dem",
250
+ "237": "VERB,Tense=Past|VerbForm=Part|Voice=Pass",
251
+ "238": "AUX,Mood=Imp|Number=Plur|Person=1|VerbForm=Fin",
252
+ "239": "PRON,Case=Gen|Number=Sing|PronType=Tot",
253
+ "240": "NOUN,Case=Gen|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
254
+ "241": "VERB,Aspect=Imp|Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
255
+ "242": "PRON,Case=Rcs|Deixis=Remt|Number=Sing|PronType=Dem",
256
+ "243": "PRON,Case=Nom|Number=Sing|Person=2|PronType=Prs|Reflex=Yes",
257
+ "244": "VERB,Aspect=Imp|Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
258
+ "245": "AUX,Aspect=Perf|Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin",
259
+ "246": "PRON,Case=Dat|Number=Plur|Person=1|PronType=Prs|Reflex=Yes",
260
+ "247": "VERB,Mood=Irr|Number=Sing|Person=2|VerbForm=Fin",
261
+ "248": "PRON,Case=Sup|Number=Sing|Person=3|PronType=Prs",
262
+ "249": "VERB,Mood=Opt|Number=Plur|Person=2|VerbForm=Fin",
263
+ "250": "VERB,Aspect=Perf|Mood=Sub|Number=Sing|Person=2|VerbForm=Fin",
264
+ "251": "PRON,Case=Gen|Number=Plur|Person=2|PronType=Prs",
265
+ "252": "VERB,Mood=Imp|Number=Plur|Person=1|VerbForm=Fin",
266
+ "253": "PRON,Case=Dat|Number=Sing|Person=3|PronType=Prs|Reflex=Yes",
267
+ "254": "NOUN,Case=Dat|Number=Sing|VerbForm=Inf2",
268
+ "255": "PRON,Case=Ine|Number=Plur|Person=3|PronType=Prs",
269
+ "256": "AUX,Mood=Sub|Number=Sing|Person=3|VerbForm=Fin",
270
+ "257": "PRON,Case=Dat|Number=Sing|PronType=Int",
271
+ "258": "VERB,Mood=Ind|Number=Sing|Person=2|Tense=Fut|VerbForm=Fin",
272
+ "259": "VERB,Aspect=Perf|Mood=Irr|Number=Plur|Person=1|VerbForm=Fin",
273
+ "260": "ADJ,VerbForm=Dest",
274
+ "261": "VERB,Mood=Irr|Number=Sing|Person=1|VerbForm=Fin",
275
+ "262": "PRON,Case=Abl|Number=Sing|PronType=Ind",
276
+ "263": "ADJ,VerbForm=Inf2",
277
+ "264": "AUX,Aspect=Perf|Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
278
+ "265": "AUX,Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
279
+ "266": "PRON,Case=Sup|Number=Plur|Person=3|PronType=Prs",
280
+ "267": "VERB,Aspect=Perf|Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
281
+ "268": "VERB,Aspect=Perf|Mood=Ind|Number=Sing|Person=2|Tense=Fut|VerbForm=Fin",
282
+ "269": "PRON,Case=All|Number=Sing|PronType=Dem",
283
+ "270": "NOUN,Case=Abl|Number=Sing|VerbForm=Inf",
284
+ "271": "VERB,Mood=Opt|Number=Sing|Person=3|VerbForm=Fin",
285
+ "272": "PRON,Case=Sup|Deixis=Remt|Number=Sing|PronType=Dem",
286
+ "273": "PRON,Case=Com|Number=Sing",
287
+ "274": "PRON,Case=Com|Number=Sing|Person=2|PronType=Prs",
288
+ "275": "PRON,Case=Abl|Number=Sing|PronType=Int",
289
+ "276": "AUX,Mood=Opt|Number=Sing|Person=1|VerbForm=Fin",
290
+ "277": "VERB,Mood=Imp|Number=Plur|Person=3|VerbForm=Fin",
291
+ "278": "PRON,Case=Abl|Deixis=Remt|Number=Sing|PronType=Dem",
292
+ "279": "NOUN,Case=Nom|Number=Plur|VerbForm=Inf",
293
+ "280": "PRON,Case=All|Number=Sing",
294
+ "281": "VERB,Aspect=Perf|Mood=Irr|Number=Sing|Person=3|VerbForm=Fin",
295
+ "282": "DET,PronType=Neg",
296
+ "283": "PRON,Case=All|Deixis=Remt|Number=Plur|PronType=Dem",
297
+ "284": "NPROP,Case=Nom|Number=Plur",
298
+ "285": "AUX,Aspect=Perf|Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
299
+ "286": "NOUN,Case=All|Number=Sing|VerbForm=Inf2",
300
+ "287": "NPROP,Case=All|Number=Plur",
301
+ "288": "NPROP,Case=Com|Number=Sing",
302
+ "289": "NOUN,Case=Gen|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act",
303
+ "290": "PRON,Case=Dat|Deixis=Prox|Number=Sing|PronType=Dem",
304
+ "291": "VERB,Aspect=Perf|Mood=Opt|Number=Sing|Person=1|VerbForm=Fin",
305
+ "292": "NOUN,Case=Sup|Number=Sing|VerbForm=Inf2",
306
+ "293": "AUX,Mood=Opt|Number=Sing|Person=3|VerbForm=Fin",
307
+ "294": "NOUN,Case=Nom|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
308
+ "295": "VERB,Aspect=Perf|Mood=Imp|Number=Plur|Person=3|VerbForm=Fin",
309
+ "296": "VERB,Mood=Irr|Number=Plur|Person=3|VerbForm=Fin",
310
+ "297": "VERB,Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
311
+ "298": "NOUN,Case=Abl|Number=Count",
312
+ "299": "PRON,Case=Gen|Number=Sing|PronType=Rcp",
313
+ "300": "AUX,Aspect=Perf|Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
314
+ "301": "VERB,Aspect=Perf|Mood=Irr|Number=Sing|Person=1|VerbForm=Fin",
315
+ "302": "AUX,Aspect=Perf|Mood=Opt|Number=Sing|Person=3|VerbForm=Fin",
316
+ "303": "NOUN,Case=Com|Number=Count",
317
+ "304": "AUX,Aspect=Perf|Mood=Sub|Number=Sing|Person=1|VerbForm=Fin",
318
+ "305": "PRON,Case=Dat|Number=Sing|PronType=Neg",
319
+ "306": "PRON,Case=Abl|Number=Plur|PronType=Ind",
320
+ "307": "AUX,Aspect=Perf|Mood=Ind|Number=Sing|Person=2|Tense=Past|VerbForm=Fin",
321
+ "308": "ADV,PronType=Tot",
322
+ "309": "PRON,Case=Sup|Number=Sing|PronType=Rcp",
323
+ "310": "PRON,Case=All|Number=Sing|Person=1|PronType=Prs|Reflex=Yes",
324
+ "311": "NOUN,Case=Nom|Number=Plur|VerbForm=Inf2",
325
+ "312": "ADJ,Tense=Fut|VerbForm=Part|Voice=Pass",
326
+ "313": "PRON,Case=All|Number=Plur",
327
+ "314": "PRON,Case=All|Number=Sing|Person=3|PronType=Prs|Reflex=Yes",
328
+ "315": "AUX,Mood=Imp|Number=Plur|Person=2|VerbForm=Fin",
329
+ "316": "NOUN,Case=Nom|Number=Sing|VerbForm=Conv",
330
+ "317": "PRON,Case=Com|Number=Plur|Person=1|PronType=Prs",
331
+ "318": "VERB,Aspect=Perf|Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
332
+ "319": "NOUN,Case=Nom|Degree=Cmp|Number=Sing",
333
+ "320": "AUX,Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
334
+ "321": "VERB,VerbForm=Inf2",
335
+ "322": "PRON,Case=All|Number=Sing|PronType=Tot",
336
+ "323": "VERB,Aspect=Perf|Tense=Fut|VerbForm=Part|Voice=Pass",
337
+ "324": "VERB,Aspect=Perf|Mood=Irr|Number=Sing|Person=2|VerbForm=Fin",
338
+ "325": "ADJ,Tense=Past|VerbForm=Part|Voice=Pass",
339
+ "326": "NOUN,Case=Ine|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
340
+ "327": "VERB,Aspect=Perf|VerbForm=Conv",
341
+ "328": "VERB,Aspect=Imp|Mood=Ind|Number=Sing|Person=2|Tense=Past|VerbForm=Fin",
342
+ "329": "NOUN,Case=Dir|Number=Plur",
343
+ "330": "PRON,Case=Nom|Number=Sing|Person=1|Poss=Yes|PronType=Prs",
344
+ "331": "VERB,Aspect=Perf|Tense=Pres|VerbForm=Part|Voice=Act",
345
+ "332": "VERB,Aspect=Perf|Tense=Past|VerbForm=Part|Voice=Pass",
346
+ "333": "NOUN,Case=Com|Number=Plur|VerbForm=Conv",
347
+ "334": "NOUN,Case=All|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
348
+ "335": "PRON,Case=Abl|Deixis=Remt|Number=Plur|PronType=Dem",
349
+ "336": "VERB,Mood=Sub|Number=Plur|Person=1|VerbForm=Fin",
350
+ "337": "VERB,Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
351
+ "338": "PRON,Case=Ine|Number=Plur|PronType=Int",
352
+ "339": "NPROP,Case=Gen|Number=Plur",
353
+ "340": "NOUN,Case=Abl|Number=Sing|VerbForm=Inf2",
354
+ "341": "VERB,Aspect=Perf|VerbForm=Inf2",
355
+ "342": "ADJ,Aspect=Perf|VerbForm=Inf2",
356
+ "343": "PRON,Case=Gen|Number=Sing|PronType=Ind",
357
+ "344": "NOUN,Case=All|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
358
+ "345": "NPROP,Case=Gen|Number=Sing|VerbForm=Inf2",
359
+ "346": "ADV,Aspect=Perf|VerbForm=Inf2",
360
+ "347": "VERB,VerbForm=Conv2",
361
+ "348": "PRON,Case=Abl|Number=Plur|Person=1|PronType=Prs|Reflex=Yes",
362
+ "349": "AUX,Mood=Irr|Number=Sing|Person=1|VerbForm=Fin",
363
+ "350": "NOUN,Case=Dat|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act",
364
+ "351": "NOUN,Case=Nom|Number=Plur|Tense=Fut|VerbForm=Part|Voice=Pass",
365
+ "352": "NOUN,Case=Com|Degree=Cmp|Number=Plur",
366
+ "353": "NOUN,Case=Gen|Number=Count",
367
+ "354": "NUM,Case=Dat|NumType=Card|Number=Sing",
368
+ "355": "NOUN,Case=Gen|Number=Plur|VerbForm=Inf2",
369
+ "356": "NUM,Case=Nom|NumType=Distr|Number=Sing",
370
+ "357": "VERB,Mood=Opt|Number=Sing|Person=1|VerbForm=Fin",
371
+ "358": "PRON,Case=Nom|Number=Plur|Person=3|PronType=Prs|Reflex=Yes",
372
+ "359": "VERB,Aspect=Imp|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
373
+ "360": "PRON,Case=Dat|Number=Sing|PronType=Tot",
374
+ "361": "VERB,Aspect=Perf|Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
375
+ "362": "NOUN,Case=Abl|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act",
376
+ "363": "PRON,Case=Sup|Number=Sing",
377
+ "364": "ADJ,VerbForm=Conv",
378
+ "365": "AUX,Aspect=Perf|VerbForm=Inf",
379
+ "366": "NOUN,Case=Ine|Number=Sing|VerbForm=Inf2",
380
+ "367": "PRON,Case=Nom|Number=Sing|Person=3|PronType=Prs",
381
+ "368": "ADV,Degree=Cmp|NumType=Ord",
382
+ "369": "PRON,Case=All|Deixis=Prox|Number=Sing|PronType=Dem",
383
+ "370": "NOUN,Case=Nom|Number=Sing|VerbForm=Inf2",
384
+ "371": "PRON,Case=Dat|Number=Plur|Person=1|Poss=Yes|PronType=Prs",
385
+ "372": "PRON,Case=Abl|Number=Sing|Person=1|PronType=Prs|Reflex=Yes",
386
+ "373": "PRON,Case=Nom|Number=Plur|Person=1|PronType=Prs|Reflex=Yes",
387
+ "374": "PRON,Case=Com|Deixis=Remt|Number=Plur|PronType=Dem",
388
+ "375": "VERB,Aspect=Perf|Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
389
+ "376": "NOUN,Case=All|Number=Count",
390
+ "377": "PRON,Case=Sup|Deixis=Remt|Number=Plur|PronType=Dem",
391
+ "378": "PRON,Case=Com|Deixis=Remt|Number=Sing|PronType=Dem",
392
+ "379": "PRON,Case=Nom|Number=Plur|Person=1|Poss=Yes|PronType=Prs",
393
+ "380": "AUX,Aspect=Perf|Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
394
+ "381": "PRON,Case=Abl|Number=Sing|PronType=Rcp",
395
+ "382": "PRON,Case=Equ|Deixis=Remt|Number=Sing|PronType=Dem",
396
+ "383": "DET",
397
+ "384": "NOUN,Case=Gen|Number=Count|VerbForm=Inf2",
398
+ "385": "AUX,Aspect=Perf|Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
399
+ "386": "PRON,Case=Dat|Number=Sing|PronType=Ind",
400
+ "387": "VERB,Mood=Ind|Number=Plur|Person=2|Tense=Past|VerbForm=Fin",
401
+ "388": "NOUN,Case=Abl|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
402
+ "389": "PRON,Case=Gen|Number=Sing|PronType=Dem",
403
+ "390": "NOUN,Aspect=Perf|Case=Nom|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act",
404
+ "391": "PRON,Case=Abl|Number=Sing|Person=2|PronType=Prs|Reflex=Yes",
405
+ "392": "NOUN,Case=Rcs|Number=Sing",
406
+ "393": "PRON,Case=Dat|Deixis=Prox|Number=Plur|PronType=Dem",
407
+ "394": "PRON,Case=Gen|Number=Plur|Person=2|PronType=Prs|Reflex=Yes",
408
+ "395": "VERB,Aspect=Perf|Mood=Sub|Number=Plur|Person=2|VerbForm=Fin",
409
+ "396": "NOUN,Case=Gen|Degree=Cmp|Number=Sing",
410
+ "397": "ADJ,Aspect=Perf|VerbForm=Conv",
411
+ "398": "NOUN,Case=Sup|Degree=Cmp|Number=Sing",
412
+ "399": "ADJ,Degree=Cmp|Tense=Past|VerbForm=Part|Voice=Pass",
413
+ "400": "NOUN,Aspect=Perf|Case=Abl|Number=Sing|VerbForm=Inf",
414
+ "401": "VERB,Aspect=Perf|Mood=Opt|Number=Plur|Person=3|VerbForm=Fin",
415
+ "402": "AUX,Aspect=Perf|Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
416
+ "403": "CCONJ,Polarity=Neg",
417
+ "404": "NOUN,Case=Nom|NumType=Ord|Number=Plur",
418
+ "405": "NOUN,Case=All|Number=Plur|VerbForm=Inf2",
419
+ "406": "NOUN,Case=Nom|Number=Count|Tense=Pres|VerbForm=Part|Voice=Act",
420
+ "407": "AUX,Aspect=Perf|Mood=Sub|Number=Plur|Person=1|VerbForm=Fin",
421
+ "408": "PRON,Case=Dat|Number=Sing|PronType=Rcp",
422
+ "409": "AUX,Mood=Irr|Number=Plur|Person=3|VerbForm=Fin",
423
+ "410": "AUX,Aspect=Perf|Mood=Irr|Number=Plur|Person=3|VerbForm=Fin",
424
+ "411": "PRON,Case=Nom|Number=Plur|PronType=Neg",
425
+ "412": "PRON,Case=Gen|Number=Plur",
426
+ "413": "NOUN,Case=Sup|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
427
+ "414": "NPROP,Case=Ine|Number=Sing|VerbForm=Inf2",
428
+ "415": "VERB,Mood=Irr|Number=Plur|Person=2|VerbForm=Fin",
429
+ "416": "NOUN,Case=Dat|Number=Count",
430
+ "417": "NOUN,Case=Equ|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
431
+ "418": "PRON,Case=Gen|Number=Plur|PronType=Ind",
432
+ "419": "NOUN,Case=Nom|Number=Sing|Tense=Pres|VerbForm=Part2|Voice=Act",
433
+ "420": "AUX,Mood=Sub|Number=Sing|Person=2|VerbForm=Fin",
434
+ "421": "PRON,Case=All|Number=Sing|PronType=Neg",
435
+ "422": "SCONJ,Polarity=Neg",
436
+ "423": "PRON,Case=Rcs|Number=Sing|PronType=Int",
437
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