Add fine-tuned model for rhetorical role prediction
Browse files- epoch_1_checkpoint/config.json +55 -0
- epoch_1_checkpoint/label_mapping.json +15 -0
- epoch_1_checkpoint/metrics.json +7 -0
- epoch_1_checkpoint/model.safetensors +3 -0
- epoch_1_checkpoint/special_tokens_map.json +7 -0
- epoch_1_checkpoint/tokenizer.json +0 -0
- epoch_1_checkpoint/tokenizer_config.json +58 -0
- epoch_1_checkpoint/vocab.txt +0 -0
- epoch_2_checkpoint/config.json +55 -0
- epoch_2_checkpoint/label_mapping.json +15 -0
- epoch_2_checkpoint/metrics.json +7 -0
- epoch_2_checkpoint/model.safetensors +3 -0
- epoch_2_checkpoint/special_tokens_map.json +7 -0
- epoch_2_checkpoint/tokenizer.json +0 -0
- epoch_2_checkpoint/tokenizer_config.json +58 -0
- epoch_2_checkpoint/vocab.txt +0 -0
- epoch_3_checkpoint/config.json +55 -0
- epoch_3_checkpoint/label_mapping.json +15 -0
- epoch_3_checkpoint/metrics.json +7 -0
- epoch_3_checkpoint/model.safetensors +3 -0
- epoch_3_checkpoint/special_tokens_map.json +7 -0
- epoch_3_checkpoint/tokenizer.json +0 -0
- epoch_3_checkpoint/tokenizer_config.json +58 -0
- epoch_3_checkpoint/vocab.txt +0 -0
- final_checkpoint/config.json +55 -0
- final_checkpoint/label_mapping.json +15 -0
- final_checkpoint/metrics.json +89 -0
- final_checkpoint/model.safetensors +3 -0
- final_checkpoint/special_tokens_map.json +7 -0
- final_checkpoint/tokenizer.json +0 -0
- final_checkpoint/tokenizer_config.json +58 -0
- final_checkpoint/vocab.txt +0 -0
- initial_checkpoint/config.json +54 -0
- initial_checkpoint/label_mapping.json +15 -0
- initial_checkpoint/metrics.json +1 -0
- initial_checkpoint/model.safetensors +3 -0
- initial_checkpoint/special_tokens_map.json +7 -0
- initial_checkpoint/tokenizer.json +0 -0
- initial_checkpoint/tokenizer_config.json +58 -0
- initial_checkpoint/vocab.txt +0 -0
- label_mapping.json +15 -0
epoch_1_checkpoint/config.json
ADDED
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{
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"architectures": [
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"BertForSequenceClassification"
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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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"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": "LABEL_0",
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"1": "LABEL_1",
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"2": "LABEL_2",
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"3": "LABEL_3",
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"4": "LABEL_4",
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"5": "LABEL_5",
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"6": "LABEL_6",
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"7": "LABEL_7",
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"8": "LABEL_8",
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"9": "LABEL_9",
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"10": "LABEL_10",
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"11": "LABEL_11",
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"12": "LABEL_12"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"LABEL_0": 0,
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"LABEL_1": 1,
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"LABEL_10": 10,
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"LABEL_11": 11,
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"LABEL_12": 12,
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"LABEL_2": 2,
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"LABEL_3": 3,
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"LABEL_4": 4,
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"LABEL_5": 5,
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"LABEL_6": 6,
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"LABEL_7": 7,
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"LABEL_8": 8,
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"LABEL_9": 9
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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| 45 |
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"num_attention_heads": 12,
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| 46 |
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"num_hidden_layers": 12,
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| 47 |
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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| 51 |
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"transformers_version": "4.52.4",
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| 52 |
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"type_vocab_size": 2,
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| 53 |
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"use_cache": true,
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"vocab_size": 31090
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}
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epoch_1_checkpoint/label_mapping.json
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{
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"ANALYSIS": 0,
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"ARG_PETITIONER": 1,
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"ARG_RESPONDENT": 2,
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"FAC": 3,
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"ISSUE": 4,
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"NONE": 5,
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| 8 |
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"PREAMBLE": 6,
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| 9 |
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"PRE_NOT_RELIED": 7,
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| 10 |
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"PRE_RELIED": 8,
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| 11 |
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"RATIO": 9,
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| 12 |
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"RLC": 10,
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| 13 |
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"RPC": 11,
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"STA": 12
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}
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epoch_1_checkpoint/metrics.json
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{
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"epoch": 1,
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"train_loss": 1.2134970770511473,
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| 4 |
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"train_f1": 0.5850159013978483,
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| 5 |
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"train_acc": 0.6113641068101843,
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| 6 |
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"epoch_time": 1287.0544500350952
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}
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epoch_1_checkpoint/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:2d26daf9e3671da9093947c854929451d2362a41213f0d8397ab655a6c598f0e
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size 439737380
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epoch_1_checkpoint/special_tokens_map.json
ADDED
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{
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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}
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epoch_1_checkpoint/tokenizer.json
ADDED
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The diff for this file is too large to render.
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epoch_1_checkpoint/tokenizer_config.json
ADDED
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@@ -0,0 +1,58 @@
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{
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"added_tokens_decoder": {
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"0": {
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"content": "[PAD]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"101": {
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"content": "[UNK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"102": {
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"content": "[CLS]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"103": {
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"content": "[SEP]",
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"lstrip": false,
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| 30 |
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"normalized": false,
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| 31 |
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"rstrip": false,
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| 32 |
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"single_word": false,
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| 33 |
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"special": true
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| 34 |
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},
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"104": {
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| 36 |
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"content": "[MASK]",
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| 37 |
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"lstrip": false,
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| 38 |
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"normalized": false,
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| 39 |
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"rstrip": false,
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| 40 |
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"single_word": false,
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"special": true
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}
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},
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| 44 |
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"clean_up_tokenization_spaces": true,
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| 45 |
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"cls_token": "[CLS]",
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| 46 |
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"do_basic_tokenize": true,
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| 47 |
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"do_lower_case": true,
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| 48 |
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"extra_special_tokens": {},
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| 49 |
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"mask_token": "[MASK]",
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| 50 |
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"model_max_length": 1000000000000000019884624838656,
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| 51 |
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"never_split": null,
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| 52 |
+
"pad_token": "[PAD]",
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| 53 |
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"sep_token": "[SEP]",
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| 54 |
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"strip_accents": null,
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| 55 |
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"tokenize_chinese_chars": true,
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| 56 |
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"tokenizer_class": "BertTokenizer",
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| 57 |
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"unk_token": "[UNK]"
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| 58 |
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}
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epoch_1_checkpoint/vocab.txt
ADDED
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The diff for this file is too large to render.
See raw diff
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epoch_2_checkpoint/config.json
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{
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"architectures": [
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| 3 |
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"BertForSequenceClassification"
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| 4 |
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],
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| 5 |
+
"attention_probs_dropout_prob": 0.1,
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| 6 |
+
"classifier_dropout": null,
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| 7 |
+
"hidden_act": "gelu",
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| 8 |
+
"hidden_dropout_prob": 0.1,
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| 9 |
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"hidden_size": 768,
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| 10 |
+
"id2label": {
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| 11 |
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"0": "LABEL_0",
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| 12 |
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"1": "LABEL_1",
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| 13 |
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"2": "LABEL_2",
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| 14 |
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"3": "LABEL_3",
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| 15 |
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"4": "LABEL_4",
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| 16 |
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"5": "LABEL_5",
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| 17 |
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"6": "LABEL_6",
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| 18 |
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"7": "LABEL_7",
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| 19 |
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"8": "LABEL_8",
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| 20 |
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"9": "LABEL_9",
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| 21 |
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"10": "LABEL_10",
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| 22 |
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"11": "LABEL_11",
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| 23 |
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"12": "LABEL_12"
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| 24 |
+
},
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| 25 |
+
"initializer_range": 0.02,
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| 26 |
+
"intermediate_size": 3072,
|
| 27 |
+
"label2id": {
|
| 28 |
+
"LABEL_0": 0,
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| 29 |
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"LABEL_1": 1,
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| 30 |
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"LABEL_10": 10,
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| 31 |
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"LABEL_11": 11,
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| 32 |
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"LABEL_12": 12,
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| 33 |
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"LABEL_2": 2,
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| 34 |
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"LABEL_3": 3,
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| 35 |
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"LABEL_4": 4,
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| 36 |
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"LABEL_5": 5,
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| 37 |
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"LABEL_6": 6,
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| 38 |
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"LABEL_7": 7,
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| 39 |
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"LABEL_8": 8,
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| 40 |
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"LABEL_9": 9
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| 41 |
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},
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| 42 |
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"layer_norm_eps": 1e-12,
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| 43 |
+
"max_position_embeddings": 512,
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| 44 |
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"model_type": "bert",
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| 45 |
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"num_attention_heads": 12,
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| 46 |
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"num_hidden_layers": 12,
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| 47 |
+
"pad_token_id": 0,
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| 48 |
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"position_embedding_type": "absolute",
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| 49 |
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"problem_type": "single_label_classification",
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| 50 |
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"torch_dtype": "float32",
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| 51 |
+
"transformers_version": "4.52.4",
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| 52 |
+
"type_vocab_size": 2,
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| 53 |
+
"use_cache": true,
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| 54 |
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"vocab_size": 31090
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| 55 |
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}
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epoch_2_checkpoint/label_mapping.json
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{
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| 2 |
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"ANALYSIS": 0,
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| 3 |
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"ARG_PETITIONER": 1,
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| 4 |
+
"ARG_RESPONDENT": 2,
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| 5 |
+
"FAC": 3,
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| 6 |
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"ISSUE": 4,
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| 7 |
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"NONE": 5,
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| 8 |
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"PREAMBLE": 6,
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| 9 |
+
"PRE_NOT_RELIED": 7,
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| 10 |
+
"PRE_RELIED": 8,
|
| 11 |
+
"RATIO": 9,
|
| 12 |
+
"RLC": 10,
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| 13 |
+
"RPC": 11,
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| 14 |
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"STA": 12
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| 15 |
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}
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epoch_2_checkpoint/metrics.json
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{
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"epoch": 2,
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| 3 |
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"train_loss": 0.9067330668838675,
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| 4 |
+
"train_f1": 0.6805352949525697,
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| 5 |
+
"train_acc": 0.6975781411716001,
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| 6 |
+
"epoch_time": 1287.245393037796
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| 7 |
+
}
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epoch_2_checkpoint/model.safetensors
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:2f808d381da5c8b91a29b36cfc2797e30f86a186c5fc99df07fdb64c34c52902
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| 3 |
+
size 439737380
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epoch_2_checkpoint/special_tokens_map.json
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{
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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| 4 |
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"pad_token": "[PAD]",
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| 5 |
+
"sep_token": "[SEP]",
|
| 6 |
+
"unk_token": "[UNK]"
|
| 7 |
+
}
|
epoch_2_checkpoint/tokenizer.json
ADDED
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|
|
epoch_2_checkpoint/tokenizer_config.json
ADDED
|
@@ -0,0 +1,58 @@
|
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|
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|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "[PAD]",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"101": {
|
| 12 |
+
"content": "[UNK]",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"102": {
|
| 20 |
+
"content": "[CLS]",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"103": {
|
| 28 |
+
"content": "[SEP]",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"104": {
|
| 36 |
+
"content": "[MASK]",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"clean_up_tokenization_spaces": true,
|
| 45 |
+
"cls_token": "[CLS]",
|
| 46 |
+
"do_basic_tokenize": true,
|
| 47 |
+
"do_lower_case": true,
|
| 48 |
+
"extra_special_tokens": {},
|
| 49 |
+
"mask_token": "[MASK]",
|
| 50 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 51 |
+
"never_split": null,
|
| 52 |
+
"pad_token": "[PAD]",
|
| 53 |
+
"sep_token": "[SEP]",
|
| 54 |
+
"strip_accents": null,
|
| 55 |
+
"tokenize_chinese_chars": true,
|
| 56 |
+
"tokenizer_class": "BertTokenizer",
|
| 57 |
+
"unk_token": "[UNK]"
|
| 58 |
+
}
|
epoch_2_checkpoint/vocab.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
epoch_3_checkpoint/config.json
ADDED
|
@@ -0,0 +1,55 @@
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"BertForSequenceClassification"
|
| 4 |
+
],
|
| 5 |
+
"attention_probs_dropout_prob": 0.1,
|
| 6 |
+
"classifier_dropout": null,
|
| 7 |
+
"hidden_act": "gelu",
|
| 8 |
+
"hidden_dropout_prob": 0.1,
|
| 9 |
+
"hidden_size": 768,
|
| 10 |
+
"id2label": {
|
| 11 |
+
"0": "LABEL_0",
|
| 12 |
+
"1": "LABEL_1",
|
| 13 |
+
"2": "LABEL_2",
|
| 14 |
+
"3": "LABEL_3",
|
| 15 |
+
"4": "LABEL_4",
|
| 16 |
+
"5": "LABEL_5",
|
| 17 |
+
"6": "LABEL_6",
|
| 18 |
+
"7": "LABEL_7",
|
| 19 |
+
"8": "LABEL_8",
|
| 20 |
+
"9": "LABEL_9",
|
| 21 |
+
"10": "LABEL_10",
|
| 22 |
+
"11": "LABEL_11",
|
| 23 |
+
"12": "LABEL_12"
|
| 24 |
+
},
|
| 25 |
+
"initializer_range": 0.02,
|
| 26 |
+
"intermediate_size": 3072,
|
| 27 |
+
"label2id": {
|
| 28 |
+
"LABEL_0": 0,
|
| 29 |
+
"LABEL_1": 1,
|
| 30 |
+
"LABEL_10": 10,
|
| 31 |
+
"LABEL_11": 11,
|
| 32 |
+
"LABEL_12": 12,
|
| 33 |
+
"LABEL_2": 2,
|
| 34 |
+
"LABEL_3": 3,
|
| 35 |
+
"LABEL_4": 4,
|
| 36 |
+
"LABEL_5": 5,
|
| 37 |
+
"LABEL_6": 6,
|
| 38 |
+
"LABEL_7": 7,
|
| 39 |
+
"LABEL_8": 8,
|
| 40 |
+
"LABEL_9": 9
|
| 41 |
+
},
|
| 42 |
+
"layer_norm_eps": 1e-12,
|
| 43 |
+
"max_position_embeddings": 512,
|
| 44 |
+
"model_type": "bert",
|
| 45 |
+
"num_attention_heads": 12,
|
| 46 |
+
"num_hidden_layers": 12,
|
| 47 |
+
"pad_token_id": 0,
|
| 48 |
+
"position_embedding_type": "absolute",
|
| 49 |
+
"problem_type": "single_label_classification",
|
| 50 |
+
"torch_dtype": "float32",
|
| 51 |
+
"transformers_version": "4.52.4",
|
| 52 |
+
"type_vocab_size": 2,
|
| 53 |
+
"use_cache": true,
|
| 54 |
+
"vocab_size": 31090
|
| 55 |
+
}
|
epoch_3_checkpoint/label_mapping.json
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"ANALYSIS": 0,
|
| 3 |
+
"ARG_PETITIONER": 1,
|
| 4 |
+
"ARG_RESPONDENT": 2,
|
| 5 |
+
"FAC": 3,
|
| 6 |
+
"ISSUE": 4,
|
| 7 |
+
"NONE": 5,
|
| 8 |
+
"PREAMBLE": 6,
|
| 9 |
+
"PRE_NOT_RELIED": 7,
|
| 10 |
+
"PRE_RELIED": 8,
|
| 11 |
+
"RATIO": 9,
|
| 12 |
+
"RLC": 10,
|
| 13 |
+
"RPC": 11,
|
| 14 |
+
"STA": 12
|
| 15 |
+
}
|
epoch_3_checkpoint/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"epoch": 3,
|
| 3 |
+
"train_loss": 0.6808817090361767,
|
| 4 |
+
"train_f1": 0.7583717663390656,
|
| 5 |
+
"train_acc": 0.7675774511833299,
|
| 6 |
+
"epoch_time": 1287.229285478592
|
| 7 |
+
}
|
epoch_3_checkpoint/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:21aeeb6e862bae2aad96138026892716ca643740c2a41b8ba04caace16a607f1
|
| 3 |
+
size 439737380
|
epoch_3_checkpoint/special_tokens_map.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cls_token": "[CLS]",
|
| 3 |
+
"mask_token": "[MASK]",
|
| 4 |
+
"pad_token": "[PAD]",
|
| 5 |
+
"sep_token": "[SEP]",
|
| 6 |
+
"unk_token": "[UNK]"
|
| 7 |
+
}
|
epoch_3_checkpoint/tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
epoch_3_checkpoint/tokenizer_config.json
ADDED
|
@@ -0,0 +1,58 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
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|
|
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|
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|
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|
|
|
|
|
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|
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|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "[PAD]",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"101": {
|
| 12 |
+
"content": "[UNK]",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"102": {
|
| 20 |
+
"content": "[CLS]",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"103": {
|
| 28 |
+
"content": "[SEP]",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"104": {
|
| 36 |
+
"content": "[MASK]",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"clean_up_tokenization_spaces": true,
|
| 45 |
+
"cls_token": "[CLS]",
|
| 46 |
+
"do_basic_tokenize": true,
|
| 47 |
+
"do_lower_case": true,
|
| 48 |
+
"extra_special_tokens": {},
|
| 49 |
+
"mask_token": "[MASK]",
|
| 50 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 51 |
+
"never_split": null,
|
| 52 |
+
"pad_token": "[PAD]",
|
| 53 |
+
"sep_token": "[SEP]",
|
| 54 |
+
"strip_accents": null,
|
| 55 |
+
"tokenize_chinese_chars": true,
|
| 56 |
+
"tokenizer_class": "BertTokenizer",
|
| 57 |
+
"unk_token": "[UNK]"
|
| 58 |
+
}
|
epoch_3_checkpoint/vocab.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
final_checkpoint/config.json
ADDED
|
@@ -0,0 +1,55 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"BertForSequenceClassification"
|
| 4 |
+
],
|
| 5 |
+
"attention_probs_dropout_prob": 0.1,
|
| 6 |
+
"classifier_dropout": null,
|
| 7 |
+
"hidden_act": "gelu",
|
| 8 |
+
"hidden_dropout_prob": 0.1,
|
| 9 |
+
"hidden_size": 768,
|
| 10 |
+
"id2label": {
|
| 11 |
+
"0": "LABEL_0",
|
| 12 |
+
"1": "LABEL_1",
|
| 13 |
+
"2": "LABEL_2",
|
| 14 |
+
"3": "LABEL_3",
|
| 15 |
+
"4": "LABEL_4",
|
| 16 |
+
"5": "LABEL_5",
|
| 17 |
+
"6": "LABEL_6",
|
| 18 |
+
"7": "LABEL_7",
|
| 19 |
+
"8": "LABEL_8",
|
| 20 |
+
"9": "LABEL_9",
|
| 21 |
+
"10": "LABEL_10",
|
| 22 |
+
"11": "LABEL_11",
|
| 23 |
+
"12": "LABEL_12"
|
| 24 |
+
},
|
| 25 |
+
"initializer_range": 0.02,
|
| 26 |
+
"intermediate_size": 3072,
|
| 27 |
+
"label2id": {
|
| 28 |
+
"LABEL_0": 0,
|
| 29 |
+
"LABEL_1": 1,
|
| 30 |
+
"LABEL_10": 10,
|
| 31 |
+
"LABEL_11": 11,
|
| 32 |
+
"LABEL_12": 12,
|
| 33 |
+
"LABEL_2": 2,
|
| 34 |
+
"LABEL_3": 3,
|
| 35 |
+
"LABEL_4": 4,
|
| 36 |
+
"LABEL_5": 5,
|
| 37 |
+
"LABEL_6": 6,
|
| 38 |
+
"LABEL_7": 7,
|
| 39 |
+
"LABEL_8": 8,
|
| 40 |
+
"LABEL_9": 9
|
| 41 |
+
},
|
| 42 |
+
"layer_norm_eps": 1e-12,
|
| 43 |
+
"max_position_embeddings": 512,
|
| 44 |
+
"model_type": "bert",
|
| 45 |
+
"num_attention_heads": 12,
|
| 46 |
+
"num_hidden_layers": 12,
|
| 47 |
+
"pad_token_id": 0,
|
| 48 |
+
"position_embedding_type": "absolute",
|
| 49 |
+
"problem_type": "single_label_classification",
|
| 50 |
+
"torch_dtype": "float32",
|
| 51 |
+
"transformers_version": "4.52.4",
|
| 52 |
+
"type_vocab_size": 2,
|
| 53 |
+
"use_cache": true,
|
| 54 |
+
"vocab_size": 31090
|
| 55 |
+
}
|
final_checkpoint/label_mapping.json
ADDED
|
@@ -0,0 +1,15 @@
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"ANALYSIS": 0,
|
| 3 |
+
"ARG_PETITIONER": 1,
|
| 4 |
+
"ARG_RESPONDENT": 2,
|
| 5 |
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"FAC": 3,
|
| 6 |
+
"ISSUE": 4,
|
| 7 |
+
"NONE": 5,
|
| 8 |
+
"PREAMBLE": 6,
|
| 9 |
+
"PRE_NOT_RELIED": 7,
|
| 10 |
+
"PRE_RELIED": 8,
|
| 11 |
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"RATIO": 9,
|
| 12 |
+
"RLC": 10,
|
| 13 |
+
"RPC": 11,
|
| 14 |
+
"STA": 12
|
| 15 |
+
}
|
final_checkpoint/metrics.json
ADDED
|
@@ -0,0 +1,89 @@
|
|
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|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
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|
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|
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|
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|
|
|
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|
|
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|
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|
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|
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|
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|
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|
|
|
|
|
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|
|
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|
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|
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|
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|
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|
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|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_name": "SciBERT",
|
| 3 |
+
"model_checkpoint": "allenai/scibert_scivocab_uncased",
|
| 4 |
+
"task": "Rhetorical Role Prediction",
|
| 5 |
+
"train_metrics": {
|
| 6 |
+
"macro_f1": 0.7369821755810839,
|
| 7 |
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"weighted_f1": 0.8643526380515923,
|
| 8 |
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"accuracy": 0.8747326295452977,
|
| 9 |
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|
| 10 |
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| 11 |
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| 12 |
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| 13 |
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| 14 |
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| 15 |
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| 16 |
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| 17 |
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|
| 18 |
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"PRE_RELIED": 0.8005381769256643,
|
| 19 |
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"RATIO": 0.23667100130039012,
|
| 20 |
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"RLC": 0.800771208226221,
|
| 21 |
+
"RPC": 0.9221824686940966,
|
| 22 |
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"STA": 0.899581589958159
|
| 23 |
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},
|
| 24 |
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"latency_ms_per_doc": 1.1843175841341813,
|
| 25 |
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"latency_ms_per_sentence": 1.1843175841341813,
|
| 26 |
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"eval_time_seconds": 415.6238057613373,
|
| 27 |
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"num_samples": 28986
|
| 28 |
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},
|
| 29 |
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"dev_metrics": {
|
| 30 |
+
"macro_f1": 0.49354567091395296,
|
| 31 |
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"weighted_f1": 0.6356316048961237,
|
| 32 |
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"accuracy": 0.649183744355679,
|
| 33 |
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"per_label_f1": {
|
| 34 |
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"ANALYSIS": 0.6848249027237354,
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| 35 |
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| 36 |
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| 37 |
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| 38 |
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"ISSUE": 0.7272727272727273,
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| 39 |
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"NONE": 0.85,
|
| 40 |
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| 41 |
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| 42 |
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"PRE_RELIED": 0.4549019607843137,
|
| 43 |
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"RATIO": 0.10666666666666667,
|
| 44 |
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"RLC": 0.34065934065934067,
|
| 45 |
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"RPC": 0.7979274611398963,
|
| 46 |
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"STA": 0.6666666666666666
|
| 47 |
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},
|
| 48 |
+
"latency_ms_per_doc": 1.2095364566973903,
|
| 49 |
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"latency_ms_per_sentence": 1.2095364566973903,
|
| 50 |
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"eval_time_seconds": 41.31308722496033,
|
| 51 |
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|
| 52 |
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},
|
| 53 |
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|
| 54 |
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| 55 |
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| 56 |
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| 57 |
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| 58 |
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| 59 |
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"ARG_RESPONDENT": 2,
|
| 60 |
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"FAC": 3,
|
| 61 |
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"ISSUE": 4,
|
| 62 |
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"NONE": 5,
|
| 63 |
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"PREAMBLE": 6,
|
| 64 |
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"PRE_NOT_RELIED": 7,
|
| 65 |
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"PRE_RELIED": 8,
|
| 66 |
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"RATIO": 9,
|
| 67 |
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"RLC": 10,
|
| 68 |
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"RPC": 11,
|
| 69 |
+
"STA": 12
|
| 70 |
+
},
|
| 71 |
+
"id_mapping": {
|
| 72 |
+
"0": "ANALYSIS",
|
| 73 |
+
"1": "ARG_PETITIONER",
|
| 74 |
+
"2": "ARG_RESPONDENT",
|
| 75 |
+
"3": "FAC",
|
| 76 |
+
"4": "ISSUE",
|
| 77 |
+
"5": "NONE",
|
| 78 |
+
"6": "PREAMBLE",
|
| 79 |
+
"7": "PRE_NOT_RELIED",
|
| 80 |
+
"8": "PRE_RELIED",
|
| 81 |
+
"9": "RATIO",
|
| 82 |
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"10": "RLC",
|
| 83 |
+
"11": "RPC",
|
| 84 |
+
"12": "STA"
|
| 85 |
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},
|
| 86 |
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"training_time_seconds": 3880.8387916088104,
|
| 87 |
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|
| 88 |
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"timestamp": "2025-06-17T19:20:10.428589"
|
| 89 |
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}
|
final_checkpoint/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:21aeeb6e862bae2aad96138026892716ca643740c2a41b8ba04caace16a607f1
|
| 3 |
+
size 439737380
|
final_checkpoint/special_tokens_map.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
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"cls_token": "[CLS]",
|
| 3 |
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"mask_token": "[MASK]",
|
| 4 |
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"pad_token": "[PAD]",
|
| 5 |
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"sep_token": "[SEP]",
|
| 6 |
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"unk_token": "[UNK]"
|
| 7 |
+
}
|
final_checkpoint/tokenizer.json
ADDED
|
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|
|
final_checkpoint/tokenizer_config.json
ADDED
|
@@ -0,0 +1,58 @@
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|
|
|
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|
|
|
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|
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|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
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"0": {
|
| 4 |
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"content": "[PAD]",
|
| 5 |
+
"lstrip": false,
|
| 6 |
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"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"101": {
|
| 12 |
+
"content": "[UNK]",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"102": {
|
| 20 |
+
"content": "[CLS]",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"103": {
|
| 28 |
+
"content": "[SEP]",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"104": {
|
| 36 |
+
"content": "[MASK]",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"clean_up_tokenization_spaces": true,
|
| 45 |
+
"cls_token": "[CLS]",
|
| 46 |
+
"do_basic_tokenize": true,
|
| 47 |
+
"do_lower_case": true,
|
| 48 |
+
"extra_special_tokens": {},
|
| 49 |
+
"mask_token": "[MASK]",
|
| 50 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 51 |
+
"never_split": null,
|
| 52 |
+
"pad_token": "[PAD]",
|
| 53 |
+
"sep_token": "[SEP]",
|
| 54 |
+
"strip_accents": null,
|
| 55 |
+
"tokenize_chinese_chars": true,
|
| 56 |
+
"tokenizer_class": "BertTokenizer",
|
| 57 |
+
"unk_token": "[UNK]"
|
| 58 |
+
}
|
final_checkpoint/vocab.txt
ADDED
|
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|
|
|
initial_checkpoint/config.json
ADDED
|
@@ -0,0 +1,54 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
|
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|
|
|
|
|
|
|
|
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|
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|
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|
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|
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|
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|
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|
|
|
|
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|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"BertForSequenceClassification"
|
| 4 |
+
],
|
| 5 |
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"attention_probs_dropout_prob": 0.1,
|
| 6 |
+
"classifier_dropout": null,
|
| 7 |
+
"hidden_act": "gelu",
|
| 8 |
+
"hidden_dropout_prob": 0.1,
|
| 9 |
+
"hidden_size": 768,
|
| 10 |
+
"id2label": {
|
| 11 |
+
"0": "LABEL_0",
|
| 12 |
+
"1": "LABEL_1",
|
| 13 |
+
"2": "LABEL_2",
|
| 14 |
+
"3": "LABEL_3",
|
| 15 |
+
"4": "LABEL_4",
|
| 16 |
+
"5": "LABEL_5",
|
| 17 |
+
"6": "LABEL_6",
|
| 18 |
+
"7": "LABEL_7",
|
| 19 |
+
"8": "LABEL_8",
|
| 20 |
+
"9": "LABEL_9",
|
| 21 |
+
"10": "LABEL_10",
|
| 22 |
+
"11": "LABEL_11",
|
| 23 |
+
"12": "LABEL_12"
|
| 24 |
+
},
|
| 25 |
+
"initializer_range": 0.02,
|
| 26 |
+
"intermediate_size": 3072,
|
| 27 |
+
"label2id": {
|
| 28 |
+
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|
| 29 |
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|
| 30 |
+
"LABEL_10": 10,
|
| 31 |
+
"LABEL_11": 11,
|
| 32 |
+
"LABEL_12": 12,
|
| 33 |
+
"LABEL_2": 2,
|
| 34 |
+
"LABEL_3": 3,
|
| 35 |
+
"LABEL_4": 4,
|
| 36 |
+
"LABEL_5": 5,
|
| 37 |
+
"LABEL_6": 6,
|
| 38 |
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"LABEL_7": 7,
|
| 39 |
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"LABEL_8": 8,
|
| 40 |
+
"LABEL_9": 9
|
| 41 |
+
},
|
| 42 |
+
"layer_norm_eps": 1e-12,
|
| 43 |
+
"max_position_embeddings": 512,
|
| 44 |
+
"model_type": "bert",
|
| 45 |
+
"num_attention_heads": 12,
|
| 46 |
+
"num_hidden_layers": 12,
|
| 47 |
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"pad_token_id": 0,
|
| 48 |
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"position_embedding_type": "absolute",
|
| 49 |
+
"torch_dtype": "float32",
|
| 50 |
+
"transformers_version": "4.52.4",
|
| 51 |
+
"type_vocab_size": 2,
|
| 52 |
+
"use_cache": true,
|
| 53 |
+
"vocab_size": 31090
|
| 54 |
+
}
|
initial_checkpoint/label_mapping.json
ADDED
|
@@ -0,0 +1,15 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
|
| 2 |
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"ANALYSIS": 0,
|
| 3 |
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"ARG_PETITIONER": 1,
|
| 4 |
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"ARG_RESPONDENT": 2,
|
| 5 |
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"FAC": 3,
|
| 6 |
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"ISSUE": 4,
|
| 7 |
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"NONE": 5,
|
| 8 |
+
"PREAMBLE": 6,
|
| 9 |
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"PRE_NOT_RELIED": 7,
|
| 10 |
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"PRE_RELIED": 8,
|
| 11 |
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"RATIO": 9,
|
| 12 |
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"RLC": 10,
|
| 13 |
+
"RPC": 11,
|
| 14 |
+
"STA": 12
|
| 15 |
+
}
|
initial_checkpoint/metrics.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{}
|
initial_checkpoint/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
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oid sha256:1422bae0d0227195eb194337325a0d678c4d2b426682781c9754ab186c880338
|
| 3 |
+
size 439737380
|
initial_checkpoint/special_tokens_map.json
ADDED
|
@@ -0,0 +1,7 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cls_token": "[CLS]",
|
| 3 |
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"mask_token": "[MASK]",
|
| 4 |
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"pad_token": "[PAD]",
|
| 5 |
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"sep_token": "[SEP]",
|
| 6 |
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"unk_token": "[UNK]"
|
| 7 |
+
}
|
initial_checkpoint/tokenizer.json
ADDED
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initial_checkpoint/tokenizer_config.json
ADDED
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@@ -0,0 +1,58 @@
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| 1 |
+
{
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| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "[PAD]",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"101": {
|
| 12 |
+
"content": "[UNK]",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"102": {
|
| 20 |
+
"content": "[CLS]",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"103": {
|
| 28 |
+
"content": "[SEP]",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"104": {
|
| 36 |
+
"content": "[MASK]",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"clean_up_tokenization_spaces": true,
|
| 45 |
+
"cls_token": "[CLS]",
|
| 46 |
+
"do_basic_tokenize": true,
|
| 47 |
+
"do_lower_case": true,
|
| 48 |
+
"extra_special_tokens": {},
|
| 49 |
+
"mask_token": "[MASK]",
|
| 50 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 51 |
+
"never_split": null,
|
| 52 |
+
"pad_token": "[PAD]",
|
| 53 |
+
"sep_token": "[SEP]",
|
| 54 |
+
"strip_accents": null,
|
| 55 |
+
"tokenize_chinese_chars": true,
|
| 56 |
+
"tokenizer_class": "BertTokenizer",
|
| 57 |
+
"unk_token": "[UNK]"
|
| 58 |
+
}
|
initial_checkpoint/vocab.txt
ADDED
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label_mapping.json
ADDED
|
@@ -0,0 +1,15 @@
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|
|
| 1 |
+
{
|
| 2 |
+
"ANALYSIS": 0,
|
| 3 |
+
"ARG_PETITIONER": 1,
|
| 4 |
+
"ARG_RESPONDENT": 2,
|
| 5 |
+
"FAC": 3,
|
| 6 |
+
"ISSUE": 4,
|
| 7 |
+
"NONE": 5,
|
| 8 |
+
"PREAMBLE": 6,
|
| 9 |
+
"PRE_NOT_RELIED": 7,
|
| 10 |
+
"PRE_RELIED": 8,
|
| 11 |
+
"RATIO": 9,
|
| 12 |
+
"RLC": 10,
|
| 13 |
+
"RPC": 11,
|
| 14 |
+
"STA": 12
|
| 15 |
+
}
|