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ania3000
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ossbert-morph

Token Classification
Transformers
Safetensors
bert
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Model card Files
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End of training

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Files changed (8) hide show
  1. README.md +74 -0
  2. config.json +1078 -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: AlexeySorokin/ossbert-onc-unlab-from_multilingual-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-from_multilingual-bs64-5epochs](https://huggingface.co/AlexeySorokin/ossbert-onc-unlab-from_multilingual-bs64-5epochs) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.2180
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+ - Accuracy: 95.3662
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+ - Sentence accuracy: 61.1009
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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: 5
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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 | 0.3663 | 200 | 0.7365 | 85.6227 | 26.4220 |
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+ | No log | 0.7326 | 400 | 0.4917 | 89.7247 | 35.4128 |
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+ | 1.0818 | 1.0989 | 600 | 0.3859 | 91.3683 | 42.0183 |
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+ | 1.0818 | 1.4652 | 800 | 0.3291 | 92.7312 | 48.0734 |
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+ | 0.3537 | 1.8315 | 1000 | 0.3010 | 93.3191 | 50.4587 |
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+ | 0.3537 | 2.1978 | 1200 | 0.2756 | 93.9738 | 52.6606 |
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+ | 0.3537 | 2.5641 | 1400 | 0.2665 | 94.2678 | 54.6789 |
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+ | 0.2244 | 2.9304 | 1600 | 0.2540 | 94.4949 | 56.5138 |
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+ | 0.2244 | 3.2967 | 1800 | 0.2494 | 94.6686 | 55.0459 |
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+ | 0.1549 | 3.6630 | 2000 | 0.2410 | 95.0695 | 60.1835 |
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+ | 0.1549 | 4.0293 | 2200 | 0.2380 | 95.0027 | 59.6330 |
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+ | 0.1549 | 4.3956 | 2400 | 0.2393 | 94.9759 | 58.3486 |
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+ | 0.1165 | 4.7619 | 2600 | 0.2350 | 95.1897 | 59.8165 |
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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 2.9.0+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",
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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",
31
+ "18": "ADP",
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+ "19": "VERB,Mood=Sub|Number=Sing|Person=2|VerbForm=Fin",
33
+ "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",
42
+ "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",
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+ "33": "NOUN,Case=Num|Number=Sing",
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+ "34": "VERB,Mood=Ind|Number=Sing|Person=3|Preverb=Yes|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",
50
+ "37": "NUM,Case=Abl|NumType=Card",
51
+ "38": "VERB,Mood=Ind|Number=Sing|Person=1|Preverb=Yes|Tense=Pres|VerbForm=Fin",
52
+ "39": "ADV,Deixis=Remt|PronType=Dem",
53
+ "40": "PRON,Case=Nom|Number=Plur|Person=1|PronType=Prs",
54
+ "41": "ADV",
55
+ "42": "VERB,Tense=Fut|VerbForm=Part|Voice=Pass",
56
+ "43": "PRON,Case=Dat|Number=Plur|Person=2|PronType=Prs",
57
+ "44": "AUX,Mood=Ind|Number=Sing|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin",
58
+ "45": "INTJ,Polarity=Neg",
59
+ "46": "NPROP,Case=Gen",
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+ "47": "PRON,Case=Nom|Number=Sing",
61
+ "48": "PRON,Case=Nom|Number=Sing|Person=3|PronType=Prs|Reflex=Yes",
62
+ "49": "VERB,Mood=Ind|Number=Sing|Person=3|Preverb=Yes|Tense=Pres|VerbForm=Fin",
63
+ "50": "AUX,Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
64
+ "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",
67
+ "54": "VERB,VerbForm=Inf",
68
+ "55": "ADV,PronType=Dem",
69
+ "56": "NOUN,Case=Dat|Number=Sing",
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+ "57": "DET,Number=Sing|Person=3|Poss=Yes|PronType=Prs",
71
+ "58": "VERB,Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
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+ "59": "VERB,Mood=Ind|Number=Plur|Person=3|Preverb=Yes|Tense=Pres|VerbForm=Fin",
73
+ "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,Mood=Ind|Number=Sing|Person=1|Preverb=Yes|Tense=Past|VerbForm=Fin",
77
+ "64": "NPROP,Case=Ine",
78
+ "65": "NOUN,Case=All|Number=Sing",
79
+ "66": "NOUN,Case=Nom|Number=Sing|Preverb=Yes",
80
+ "67": "PRON,Case=Nom|Deixis=Prox|Number=Sing|PronType=Dem",
81
+ "68": "PRON,Case=Nom|Number=Sing|PronType=Int",
82
+ "69": "PRON,Case=Nom|Deixis=Remt|Number=Sing|PronType=Dem",
83
+ "70": "ADV,PronType=Ind",
84
+ "71": "VERB,Mood=Sub|Number=Plur|Person=3|VerbForm=Fin",
85
+ "72": "VERB,Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
86
+ "73": "NOUN,Case=Gen|Degree=Cmp|Number=Plur",
87
+ "74": "DET,Number=Plur|Person=3|Poss=Yes|PronType=Prs",
88
+ "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",
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+ "78": "PRON,Case=Gen|Number=Plur|Person=3|PronType=Prs",
92
+ "79": "VERB,Mood=Ind|Number=Plur|Person=1|Preverb=Yes|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,Mood=Ind|Number=Plur|Person=3|Preverb=Yes|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",
104
+ "91": "NOUN,Case=Gen|Number=Sing",
105
+ "92": "NOUN,Case=Dat|Number=Plur",
106
+ "93": "ADJ,Degree=Cmp",
107
+ "94": "VERB,Preverb=Yes|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,Mood=Opt|Number=Sing|Person=3|Preverb=Yes|VerbForm=Fin",
113
+ "100": "AUX,Mood=Opt|Number=Plur|Person=3|VerbForm=Fin",
114
+ "101": "VERB,VerbForm=Conv",
115
+ "102": "AUX,Mood=Ind|Number=Plur|Person=3|Preverb=Yes|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,Mood=Imp|Number=Plur|Person=2|Preverb=Yes|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": "VERB,Mood=Ind|Number=Sing|Person=1|Polarity=Neg|Tense=Pres|VerbForm=Fin",
124
+ "111": "PRON,Case=All|Number=Plur|Person=1|PronType=Prs",
125
+ "112": "PRON,Case=Nom|Deixis=Remt|Number=Plur|PronType=Dem",
126
+ "113": "AUX,Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
127
+ "114": "NOUN,Case=Abl|Number=Plur",
128
+ "115": "PRON,Case=Gen|Number=Sing|Person=3|PronType=Prs|Reflex=Yes",
129
+ "116": "PRON,Case=Nom|Number=Plur|PronType=Ind",
130
+ "117": "PRON,Case=Nom|Number=Plur|PronType=Int",
131
+ "118": "PRON,Case=All|Number=Sing|PronType=Int",
132
+ "119": "PRON,Case=Dat|Number=Sing|Person=3|PronType=Prs",
133
+ "120": "VERB,Mood=Irr|Number=Plur|Person=3|Preverb=Yes|VerbForm=Fin",
134
+ "121": "DET,Number=Sing|Person=2|Poss=Yes|PronType=Prs",
135
+ "122": "VERB,Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
136
+ "123": "PRON,Case=Dat|Number=Sing|Person=2|PronType=Prs",
137
+ "124": "VERB,Mood=Sub|Number=Sing|Person=3|Preverb=Yes|VerbForm=Fin",
138
+ "125": "VERB,Mood=Ind|Number=Sing|Person=3|Preverb=Yes|Tense=Fut|VerbForm=Fin",
139
+ "126": "VERB,Mood=Irr|Number=Sing|Person=3|VerbForm=Fin",
140
+ "127": "VERB,Mood=Imp|Number=Sing|Person=2|Preverb=Yes|VerbForm=Fin",
141
+ "128": "PRON,Case=All|Deixis=Remt|PronType=Dem",
142
+ "129": "NOUN,Case=Abl|VerbForm=Conv",
143
+ "130": "AUX,Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
144
+ "131": "PRON,Case=All|Number=Sing|Person=2|PronType=Prs",
145
+ "132": "PRON,Case=Ine|Number=Sing|Person=3|PronType=Prs",
146
+ "133": "PRON,Case=Gen|Deixis=Remt|Number=Plur|PronType=Dem",
147
+ "134": "PRON,Case=Nom|Number=Sing|PronType=Tot",
148
+ "135": "PRON,Case=Gen|Number=Sing|PronType=Int",
149
+ "136": "NOUN,Case=Nom|Degree=Cmp|Number=Plur",
150
+ "137": "NOUN,Case=All|Number=Sing|VerbForm=Inf",
151
+ "138": "SCONJ,VerbForm=Conv",
152
+ "139": "VERB,Mood=Ind|Number=Sing|Person=2|Preverb=Yes|Tense=Past|VerbForm=Fin",
153
+ "140": "ADJ,Preverb=Yes|Tense=Pres|VerbForm=Part|Voice=Act",
154
+ "141": "PRON,Case=Com|Number=Sing|PronType=Rcp",
155
+ "142": "AUX,Mood=Imp|Number=Plur|Person=2|VerbForm=Fin",
156
+ "143": "PRON,Case=All|Number=Plur|Person=2|PronType=Prs",
157
+ "144": "PRON,Case=Nom|Number=Plur|Person=1|Poss=Yes|PronType=Prs|Reflex=Yes",
158
+ "145": "AUX,Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
159
+ "146": "VERB,Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
160
+ "147": "NOUN,Case=Nom|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act",
161
+ "148": "VERB,Mood=Sub|Number=Sing|Person=1|VerbForm=Fin",
162
+ "149": "PRON,Case=Nom|Deixis=Prox|Number=Plur|PronType=Dem",
163
+ "150": "PRON,Case=Dat|Number=Plur|Person=1|PronType=Prs",
164
+ "151": "ADV,PronType=Neg",
165
+ "152": "VERB,Mood=Sub|Number=Sing|Person=1|Preverb=Yes|VerbForm=Fin",
166
+ "153": "PRON,Case=Com|Deixis=Prox|Number=Sing|PronType=Dem",
167
+ "154": "AUX,Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
168
+ "155": "AUX,Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
169
+ "156": "PRON,Case=Dat|Number=Sing|Person=1|PronType=Prs|Reflex=Yes",
170
+ "157": "PRON,Case=Abl|Number=Plur|Person=3|PronType=Prs",
171
+ "158": "PRON,Case=Com|Number=Plur|Person=3|PronType=Prs",
172
+ "159": "VERB,Mood=Sub|Number=Plur|Person=1|Preverb=Yes|VerbForm=Fin",
173
+ "160": "VERB,Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin",
174
+ "161": "ADV,VerbForm=Conv",
175
+ "162": "AUX,Mood=Ind|Number=Sing|Person=3|Preverb=Yes|Tense=Pres|VerbForm=Fin",
176
+ "163": "PRON,Case=Com|Number=Sing|Person=3|PronType=Prs",
177
+ "164": "NOUN,Case=Sup|Number=Plur",
178
+ "165": "PRON,Case=Ine|Number=Sing",
179
+ "166": "NOUN,Case=Ine|Number=Plur",
180
+ "167": "ADJ,NumType=Ord",
181
+ "168": "AUX,Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
182
+ "169": "AUX,Mood=Sub|Number=Sing|Person=1|VerbForm=Fin",
183
+ "170": "NUM,Case=Nom|NumType=Card|Number=Plur",
184
+ "171": "PRON,Case=Abl|Number=Sing|Person=3|PronType=Prs",
185
+ "172": "NPROP,Case=Abl|Number=Plur",
186
+ "173": "VERB,Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
187
+ "174": "ADJ,Tense=Pres|VerbForm=Part|Voice=Act",
188
+ "175": "AUX,Mood=Sub|Number=Plur|Person=3|VerbForm=Fin",
189
+ "176": "PRON,Case=Nom|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
190
+ "177": "VERB,Mood=Imp|Number=Sing|Person=3|Preverb=Yes|VerbForm=Fin",
191
+ "178": "AUX,Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin",
192
+ "179": "VERB,Mood=Ind|Number=Plur|Person=1|Preverb=Yes|Tense=Past|VerbForm=Fin",
193
+ "180": "NOUN,Case=Abl|Degree=Cmp|Number=Sing",
194
+ "181": "AUX,Mood=Ind|Number=Sing|Person=2|Tense=Past|VerbForm=Fin",
195
+ "182": "PRON,Case=All|Number=Plur|Person=1|PronType=Prs|Reflex=Yes",
196
+ "183": "VERB,Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
197
+ "184": "DET,Number=Plur|Person=2|Poss=Yes|PronType=Prs",
198
+ "185": "NOUN,Case=All|Number=Plur",
199
+ "186": "VERB,Mood=Imp|Number=Plur|Person=2|Preverb=Yes|VerbForm=Fin",
200
+ "187": "ADV,NumType=Ord",
201
+ "188": "PRON,Case=Nom|Number=Sing|Person=2|PronType=Prs",
202
+ "189": "VERB,Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
203
+ "190": "PRON,Case=Abl|Number=Sing|Person=1|PronType=Prs",
204
+ "191": "AUX,Mood=Ind|Number=Sing|Person=1|Preverb=Yes|Tense=Pres|VerbForm=Fin",
205
+ "192": "PRON,Case=Gen|Number=Plur|Person=1|PronType=Prs|Reflex=Yes",
206
+ "193": "VERB,Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
207
+ "194": "VERB,Mood=Ind|Number=Plur|Person=2|Preverb=Yes|Tense=Past|VerbForm=Fin",
208
+ "195": "NOUN,Case=Nom|Number=Plur|Preverb=Yes|Tense=Past|VerbForm=Part|Voice=Pass",
209
+ "196": "AUX,VerbForm=Inf",
210
+ "197": "PRON,Case=Gen|Number=Sing|Person=2|PronType=Prs",
211
+ "198": "AUX,Mood=Sub|Number=Plur|Person=3|Preverb=Yes|VerbForm=Fin",
212
+ "199": "PRON,Case=Dir|Deixis=Prox|Number=Sing|PronType=Dem",
213
+ "200": "PRON,Case=Sup|Number=Sing|Person=1|PronType=Prs",
214
+ "201": "PRON,Case=Nom|Number=Plur|Person=2|PronType=Prs",
215
+ "202": "PRON,Case=All|Number=Sing|PronType=Rcp",
216
+ "203": "NOUN,Case=Gen|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act",
217
+ "204": "VERB,Mood=Sub|Number=Sing|Person=3|VerbForm=Fin",
218
+ "205": "AUX,Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
219
+ "206": "VERB,Mood=Sub|Number=Plur|Person=2|VerbForm=Fin",
220
+ "207": "PRON,Case=All|Number=Plur|Person=3|PronType=Prs|Reflex=Yes",
221
+ "208": "PRON,Case=Sup|Number=Sing|PronType=Int",
222
+ "209": "PRON,Case=Sup|Number=Sing|Polarity=Neg|PronType=Int",
223
+ "210": "NOUN,Case=Dat|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act",
224
+ "211": "AUX,Mood=Sub|Number=Sing|Person=2|VerbForm=Fin",
225
+ "212": "NUM,Case=Rcs|NumType=Card",
226
+ "213": "NOUN,Case=Nom|Number=Plur|Preverb=Yes",
227
+ "214": "PRON,Case=Abl|Number=Sing|Person=2|PronType=Prs",
228
+ "215": "AUX,Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
229
+ "216": "PRON,Case=Rcs|Deixis=Prox|Number=Sing|PronType=Dem",
230
+ "217": "VERB,Mood=Ind|Number=Sing|Person=3|Polarity=Neg|Tense=Pres|VerbForm=Fin",
231
+ "218": "PRON,Case=Abl|Number=Plur|Person=2|PronType=Prs|Reflex=Yes",
232
+ "219": "VERB,Tense=Pres|VerbForm=Part|Voice=Act",
233
+ "220": "AUX,Mood=Irr|Number=Sing|Person=3|VerbForm=Fin",
234
+ "221": "VERB,Mood=Sub|Number=Plur|Person=3|Preverb=Yes|VerbForm=Fin",
235
+ "222": "PRON,Case=Gen|Number=Sing|Person=1|PronType=Prs|Reflex=Yes",
236
+ "223": "PRON,Case=Abl|Number=Sing",
237
+ "224": "PRON,Case=Dat|Deixis=Remt|Number=Sing|PronType=Dem",
238
+ "225": "VERB,Mood=Ind|Number=Sing|Person=1|Preverb=Yes|Tense=Fut|VerbForm=Fin",
239
+ "226": "PRON,Case=Gen|Number=Sing",
240
+ "227": "PRON,Case=Com|Number=Sing|Person=1|PronType=Prs",
241
+ "228": "NPROP,Case=Dat",
242
+ "229": "PRON,Case=Nom|Number=Sing|Person=1|PronType=Prs|Reflex=Yes",
243
+ "230": "PRON,Case=Gen|Number=Sing|PronType=Neg",
244
+ "231": "AUX,Mood=Ind|Number=Sing|Person=1|Preverb=Yes|Tense=Past|VerbForm=Fin",
245
+ "232": "PRON,Case=Dir|Deixis=Remt|Number=Sing|PronType=Dem",
246
+ "233": "NOUN,Case=Nom|Number=Sing|Tense=Fut|VerbForm=Part|Voice=Pass",
247
+ "234": "VERB,Mood=Sub|Number=Sing|Person=0|VerbForm=Fin",
248
+ "235": "PRON,Case=Nom|Number=Plur",
249
+ "236": "AUX,Mood=Sub|Number=Sing|Person=3|VerbForm=Fin",
250
+ "237": "PRON,Case=Gen|Deixis=Prox|Number=Sing|PronType=Dem",
251
+ "238": "VERB,Tense=Past|VerbForm=Part|Voice=Pass",
252
+ "239": "AUX,Mood=Imp|Number=Plur|Person=1|VerbForm=Fin",
253
+ "240": "PRON,Case=Gen|Number=Sing|PronType=Tot",
254
+ "241": "NOUN,Case=Gen|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
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": "AUX,Mood=Ind|Number=Plur|Person=1|Preverb=Yes|Tense=Past|VerbForm=Fin",
258
+ "245": "PRON,Case=Dat|Number=Plur|Person=1|PronType=Prs|Reflex=Yes",
259
+ "246": "VERB,Mood=Irr|Number=Sing|Person=2|VerbForm=Fin",
260
+ "247": "PRON,Case=Sup|Number=Sing|Person=3|PronType=Prs",
261
+ "248": "VERB,Mood=Opt|Number=Plur|Person=2|VerbForm=Fin",
262
+ "249": "VERB,Mood=Sub|Number=Sing|Person=2|Preverb=Yes|VerbForm=Fin",
263
+ "250": "PRON,Case=Gen|Number=Plur|Person=2|PronType=Prs",
264
+ "251": "VERB,Mood=Imp|Number=Plur|Person=1|VerbForm=Fin",
265
+ "252": "PRON,Case=Dat|Number=Sing|Person=3|PronType=Prs|Reflex=Yes",
266
+ "253": "NOUN,Case=Dat|Number=Sing|VerbForm=Inf2",
267
+ "254": "PRON,Case=Ine|Number=Plur|Person=3|PronType=Prs",
268
+ "255": "PRON,Case=Dat|Number=Sing|PronType=Int",
269
+ "256": "PRON,Case=All|Deixis=Remt|Number=Sing|PronType=Dem",
270
+ "257": "VERB,Mood=Ind|Number=Sing|Person=2|Tense=Fut|VerbForm=Fin",
271
+ "258": "VERB,Mood=Irr|Number=Plur|Person=1|Preverb=Yes|VerbForm=Fin",
272
+ "259": "AUX,Mood=Ind|Number=Sing|Person=3|Preverb=Yes|Tense=Past|VerbForm=Fin",
273
+ "260": "ADJ,VerbForm=Dest",
274
+ "261": "VERB,Mood=Irr|Number=Sing|Person=1|VerbForm=Fin",
275
+ "262": "VERB,Preverb=Yes|VerbForm=Red",
276
+ "263": "PRON,Case=Abl|PronType=Ind",
277
+ "264": "ADJ,VerbForm=Inf2",
278
+ "265": "AUX,Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
279
+ "266": "ADJ,Degree=Cmp|Preverb=Yes",
280
+ "267": "PRON,Case=Sup|Number=Plur|Person=3|PronType=Prs",
281
+ "268": "VERB,Mood=Ind|Number=Plur|Person=3|Preverb=Yes|Tense=Fut|VerbForm=Fin",
282
+ "269": "VERB,Mood=Ind|Number=Sing|Person=2|Preverb=Yes|Tense=Fut|VerbForm=Fin",
283
+ "270": "PRON,Case=All|PronType=Dem",
284
+ "271": "NOUN,Case=Abl|Number=Sing|VerbForm=Inf",
285
+ "272": "VERB,Mood=Opt|Number=Sing|Person=3|VerbForm=Fin",
286
+ "273": "PRON,Case=Sup|Deixis=Remt|Number=Sing|PronType=Dem",
287
+ "274": "PRON,Case=Com|Number=Sing",
288
+ "275": "PRON,Case=Com|Number=Sing|Person=2|PronType=Prs",
289
+ "276": "PRON,Case=Abl|Number=Sing|PronType=Int",
290
+ "277": "AUX,Mood=Opt|Number=Sing|Person=1|VerbForm=Fin",
291
+ "278": "VERB,Mood=Imp|Number=Plur|Person=3|VerbForm=Fin",
292
+ "279": "PRON,Case=Abl|Deixis=Remt|Number=Sing|PronType=Dem",
293
+ "280": "NOUN,Case=Nom|Number=Plur|VerbForm=Inf",
294
+ "281": "PRON,Case=All|Number=Sing",
295
+ "282": "VERB,Mood=Irr|Number=Sing|Person=3|Preverb=Yes|VerbForm=Fin",
296
+ "283": "DET,PronType=Neg",
297
+ "284": "PRON,Case=All|Deixis=Remt|Number=Plur|PronType=Dem",
298
+ "285": "NPROP,Case=Nom|Number=Plur",
299
+ "286": "PRON,Case=Nom|Number=Sing|Preverb=Yes",
300
+ "287": "NOUN,Case=All|Number=Sing|VerbForm=Inf2",
301
+ "288": "NPROP,Case=All|Number=Plur",
302
+ "289": "NPROP,Case=Com",
303
+ "290": "NOUN,Case=Gen|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act",
304
+ "291": "PRON,Case=Dat|Deixis=Prox|Number=Sing|PronType=Dem",
305
+ "292": "VERB,Mood=Opt|Number=Sing|Person=1|Preverb=Yes|VerbForm=Fin",
306
+ "293": "NOUN,Case=Sup|Number=Sing|VerbForm=Inf2",
307
+ "294": "AUX,Mood=Opt|Number=Sing|Person=3|VerbForm=Fin",
308
+ "295": "NOUN,Case=Nom|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
309
+ "296": "VERB,Mood=Imp|Number=Plur|Person=3|Preverb=Yes|VerbForm=Fin",
310
+ "297": "VERB,Mood=Irr|Number=Plur|Person=3|VerbForm=Fin",
311
+ "298": "VERB,Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
312
+ "299": "ADV,Polarity=Neg|PronType=Int",
313
+ "300": "PRON,Case=Gen|Number=Sing|PronType=Rcp",
314
+ "301": "VERB,Mood=Irr|Number=Sing|Person=1|Preverb=Yes|VerbForm=Fin",
315
+ "302": "AUX,Mood=Opt|Number=Sing|Person=3|Preverb=Yes|VerbForm=Fin",
316
+ "303": "PRON,Case=Dat|Number=Sing|PronType=Neg",
317
+ "304": "PRON,Case=Abl|Number=Plur|PronType=Ind",
318
+ "305": "ADV,PronType=Tot",
319
+ "306": "PRON,Case=Sup|Number=Sing|PronType=Rcp",
320
+ "307": "PRON,Case=All|Number=Sing|Person=1|PronType=Prs|Reflex=Yes",
321
+ "308": "NOUN,Case=Nom|Number=Plur|VerbForm=Inf2",
322
+ "309": "ADJ,Tense=Fut|VerbForm=Part|Voice=Pass",
323
+ "310": "PRON,Case=All|Number=Plur",
324
+ "311": "AUX,Mood=Sub|Number=Sing|Person=1|Preverb=Yes|VerbForm=Fin",
325
+ "312": "PRON,Case=All|Number=Sing|Person=3|PronType=Prs|Reflex=Yes",
326
+ "313": "NOUN,Case=Nom|Number=Sing|VerbForm=Conv",
327
+ "314": "PRON,Case=Com|Number=Plur|Person=1|PronType=Prs",
328
+ "315": "VERB,Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
329
+ "316": "VERB,Mood=Ind|Number=Plur|Person=1|Preverb=Yes|Tense=Fut|VerbForm=Fin",
330
+ "317": "NOUN,Case=Nom|Degree=Cmp|Number=Sing",
331
+ "318": "PRON,Case=Nom|Number=Sing|Preverb=Yes|PronType=Ind",
332
+ "319": "VERB,VerbForm=Inf2",
333
+ "320": "PRON,Case=All|Number=Sing|PronType=Tot",
334
+ "321": "VERB,Preverb=Yes|Tense=Fut|VerbForm=Part|Voice=Pass",
335
+ "322": "VERB,Mood=Irr|Number=Sing|Person=2|Preverb=Yes|VerbForm=Fin",
336
+ "323": "ADJ,Tense=Past|VerbForm=Part|Voice=Pass",
337
+ "324": "NOUN,Case=Ine|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
338
+ "325": "VERB,Preverb=Yes|VerbForm=Conv",
339
+ "326": "AUX,Mood=Ind|Number=Plur|Person=3|Preverb=Yes|Tense=Past|VerbForm=Fin",
340
+ "327": "NOUN,Case=Dir|Number=Plur",
341
+ "328": "PRON,Case=Nom|Number=Sing|Person=1|Poss=Yes|PronType=Prs",
342
+ "329": "VERB,Preverb=Yes|Tense=Pres|VerbForm=Part|Voice=Act",
343
+ "330": "VERB,Preverb=Yes|Tense=Past|VerbForm=Part|Voice=Pass",
344
+ "331": "NOUN,Case=Com|Number=Plur|VerbForm=Conv",
345
+ "332": "NOUN,Case=All|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
346
+ "333": "PRON,Case=Abl|Deixis=Remt|Number=Plur|PronType=Dem",
347
+ "334": "VERB,Mood=Sub|Number=Plur|Person=1|VerbForm=Fin",
348
+ "335": "VERB,Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
349
+ "336": "PRON,Case=Ine|Number=Plur|PronType=Int",
350
+ "337": "NPROP,Case=Gen|Number=Plur",
351
+ "338": "NOUN,Case=Abl|Number=Sing|VerbForm=Inf2",
352
+ "339": "VERB,Preverb=Yes|VerbForm=Inf2",
353
+ "340": "NOUN,Case=Dir|Number=Sing",
354
+ "341": "ADJ,Preverb=Yes|VerbForm=Inf2",
355
+ "342": "PRON,Case=Gen|Number=Sing|PronType=Ind",
356
+ "343": "NOUN,Case=All|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
357
+ "344": "ADV,Degree=Cmp|Preverb=Yes",
358
+ "345": "NPROP,Case=Gen|VerbForm=Inf2",
359
+ "346": "ADV,Preverb=Yes|VerbForm=Inf2",
360
+ "347": "PRON,Case=Abl|Number=Plur|Person=1|PronType=Prs|Reflex=Yes",
361
+ "348": "AUX,Mood=Irr|Number=Sing|Person=1|VerbForm=Fin",
362
+ "349": "NOUN,Case=Dat|Number=Plur|Tense=Pres|VerbForm=Part|Voice=Act",
363
+ "350": "NOUN,Case=Nom|Number=Plur|Tense=Fut|VerbForm=Part|Voice=Pass",
364
+ "351": "NOUN,Case=Com|Degree=Cmp|Number=Plur",
365
+ "352": "NUM,Case=Dat|NumType=Card",
366
+ "353": "NOUN,Case=Gen|Number=Plur|VerbForm=Inf2",
367
+ "354": "NUM,Case=Nom|NumType=Distr|Number=Sing",
368
+ "355": "PRON,Case=Gen|Deixis=Remt|PronType=Dem",
369
+ "356": "VERB,Mood=Opt|Number=Sing|Person=1|VerbForm=Fin",
370
+ "357": "PRON,Case=Nom|Number=Plur|Person=3|PronType=Prs|Reflex=Yes",
371
+ "358": "PRON,Case=Dat|Number=Sing|PronType=Tot",
372
+ "359": "PRON,Case=All|PronType=Int",
373
+ "360": "VERB,Mood=Ind|Number=Plur|Person=2|Preverb=Yes|Tense=Fut|VerbForm=Fin",
374
+ "361": "NOUN,Case=Abl|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act",
375
+ "362": "PRON,Case=Sup|Number=Sing",
376
+ "363": "ADJ,VerbForm=Conv",
377
+ "364": "NOUN,Case=Ine|Number=Sing|VerbForm=Inf2",
378
+ "365": "PRON,Case=Nom|Number=Sing|Person=3|PronType=Prs",
379
+ "366": "ADV,Degree=Cmp|NumType=Ord",
380
+ "367": "PRON,Case=All|Deixis=Prox|Number=Sing|PronType=Dem",
381
+ "368": "NOUN,Case=Nom|Number=Sing|VerbForm=Inf2",
382
+ "369": "PRON,Case=Dat|Number=Plur|Person=1|Poss=Yes|PronType=Prs",
383
+ "370": "PRON,Case=Abl|Number=Sing|Person=1|PronType=Prs|Reflex=Yes",
384
+ "371": "PRON,Case=Abl|Deixis=Remt|PronType=Dem",
385
+ "372": "PRON,Case=Nom|Number=Plur|Person=1|PronType=Prs|Reflex=Yes",
386
+ "373": "PRON,Case=Com|Deixis=Remt|Number=Plur|PronType=Dem",
387
+ "374": "ADV,Prenoun=Yes|VerbForm=Conv",
388
+ "375": "VERB,Mood=Ind|Number=Sing|Person=2|Preverb=Yes|Tense=Pres|VerbForm=Fin",
389
+ "376": "PRON,Case=Sup|Deixis=Remt|Number=Plur|PronType=Dem",
390
+ "377": "AUX,Mood=Imp|Number=Sing|Person=2|Preverb=Yes|VerbForm=Fin",
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": "PRON,Case=Abl|Number=Sing|PronType=Rcp",
394
+ "381": "PRON,Case=Equ|Deixis=Remt|Number=Sing|PronType=Dem",
395
+ "382": "PRON,Case=Equ|Number=Plur|Person=3|PronType=Prs|Reflex=Yes",
396
+ "383": "DET",
397
+ "384": "NOUN,Case=Gen|Number=Sing|VerbForm=Inf2",
398
+ "385": "AUX,Mood=Ind|Number=Plur|Person=1|Preverb=Yes|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|PronType=Dem",
403
+ "390": "NOUN,Case=Nom|Number=Plur|Preverb=Yes|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,Mood=Sub|Number=Plur|Person=2|Preverb=Yes|VerbForm=Fin",
409
+ "396": "NOUN,Case=Gen|Degree=Cmp|Number=Sing",
410
+ "397": "ADJ,Preverb=Yes|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,Case=Abl|Number=Sing|Preverb=Yes|VerbForm=Inf",
414
+ "401": "VERB,Mood=Opt|Number=Plur|Person=3|Preverb=Yes|VerbForm=Fin",
415
+ "402": "AUX,Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
416
+ "403": "VERB,Preverb=Yes|Tense=Past|VerbForm=Fin|Voice=Pass",
417
+ "404": "PRON,Case=Rcs|Number=Sing|PronType=Int",
418
+ "405": "CCONJ,Polarity=Neg",
419
+ "406": "NOUN,Case=Nom|Number=Plur|NumType=Ord",
420
+ "407": "NOUN,Case=All|Number=Plur|VerbForm=Inf2",
421
+ "408": "NOUN,Case=Num|Number=Sing|Tense=Pres|VerbForm=Part|Voice=Act",
422
+ "409": "AUX,Mood=Sub|Number=Plur|Person=1|VerbForm=Fin",
423
+ "410": "PRON,Case=Dat|Number=Sing|PronType=Rcp",
424
+ "411": "AUX,Mood=Irr|Number=Plur|Person=3|VerbForm=Fin",
425
+ "412": "AUX,Mood=Irr|Number=Plur|Person=3|Preverb=Yes|VerbForm=Fin",
426
+ "413": "PRON,Case=Nom|Number=Plur|PronType=Neg",
427
+ "414": "PRON,Case=Gen|Number=Plur",
428
+ "415": "ADV,Preverb=Yes",
429
+ "416": "NOUN,Case=Sup|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
430
+ "417": "NPROP,Case=Ine|VerbForm=Inf2",
431
+ "418": "VERB,Mood=Irr|Number=Plur|Person=2|VerbForm=Fin",
432
+ "419": "NOUN,Case=Equ|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
433
+ "420": "NOUN,Case=All|Number=Sing|Preverb=Yes|VerbForm=Inf",
434
+ "421": "PRON,Case=Gen|Number=Plur|PronType=Ind",
435
+ "422": "NOUN,Case=Nom|Number=Sing|Tense=Pres|VerbForm=Part2|Voice=Act",
436
+ "423": "PRON,Case=All|Number=Sing|PronType=Neg",
437
+ "424": "SCONJ,Polarity=Neg",
438
+ "425": "PRON,Case=Gen|Deixis=Prox|Number=Plur|PronType=Dem",
439
+ "426": "PRON,Case=Sup|Number=Plur|Person=1|PronType=Prs",
440
+ "427": "PRON,Case=Abl|Number=Plur|Person=2|PronType=Prs",
441
+ "428": "PRON,Case=Abl|Number=Plur|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
442
+ "429": "ADJ,Preverb=Yes|VerbForm=Dest",
443
+ "430": "NOUN,Case=Nom|Number=Sing|Preverb=Yes|VerbForm=Inf2",
444
+ "431": "VERB,Mood=Ind|Number=Plur|Person=2|Preverb=Yes|Tense=Pres|VerbForm=Fin",
445
+ "432": "NOUN,Case=Gen|Number=Sing|VerbForm=Inf",
446
+ "433": "NOUN,Case=Num|Number=Sing|VerbForm=Inf2",
447
+ "434": "PRON,Case=Dat|Number=Plur|Person=2|PronType=Prs|Reflex=Yes",
448
+ "435": "NOUN,Case=Ine|Number=Plur|VerbForm=Inf2",
449
+ "436": "NUM,Case=Dir|NumType=Card",
450
+ "437": "PRON,Case=Nom|Number=Plur|Person=2|PronType=Prs|Reflex=Yes",
451
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