Add tool-aware DeBERTa mixed checkpoint
Browse files- deberta_mixed/added_tokens.json +3 -0
- deberta_mixed/config.json +43 -0
- deberta_mixed/model.safetensors +3 -0
- deberta_mixed/run_meta.json +162 -0
- deberta_mixed/special_tokens_map.json +15 -0
- deberta_mixed/spm.model +3 -0
- deberta_mixed/tokenizer.json +0 -0
- deberta_mixed/tokenizer_config.json +59 -0
deberta_mixed/added_tokens.json
ADDED
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{
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"[MASK]": 128000
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}
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deberta_mixed/config.json
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{
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"architectures": [
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"DebertaV2ForTokenClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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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": "SUPPORTED",
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"1": "HALLUCINATED"
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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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"HALLUCINATED": 1,
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"SUPPORTED": 0
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},
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"layer_norm_eps": 1e-07,
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"legacy": true,
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"max_position_embeddings": 512,
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"max_relative_positions": -1,
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"model_type": "deberta-v2",
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"norm_rel_ebd": "layer_norm",
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"num_attention_heads": 12,
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"num_hidden_layers": 6,
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"pad_token_id": 0,
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"pooler_dropout": 0,
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"pooler_hidden_act": "gelu",
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"pooler_hidden_size": 768,
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"pos_att_type": [
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"p2c",
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"c2p"
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],
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"position_biased_input": false,
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"position_buckets": 256,
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"relative_attention": true,
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"share_att_key": true,
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"transformers_version": "4.57.3",
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"type_vocab_size": 0,
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"vocab_size": 128100
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}
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deberta_mixed/model.safetensors
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:f59d7ddc11c87d1de8d1ad71e28ca57a7c6861e6d067847c8963fdb5defd7630
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size 565236000
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deberta_mixed/run_meta.json
ADDED
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@@ -0,0 +1,162 @@
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{
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"model_name": "microsoft/deberta-v3-small",
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"best_epoch": 2,
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"best_val_loss": 0.14815934832964106,
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"best_threshold": 0.95,
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"pos_weight": 15.933958741715673,
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"training_seconds": 95.76463508605957,
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"n_train": 3617,
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"n_validation": 514,
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"train_log": [
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{
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"epoch": 1,
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"train_loss": 0.246993733105862,
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"val_loss": 0.16851629939267787
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},
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{
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"epoch": 2,
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"train_loss": 0.10282069164992681,
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"val_loss": 0.14815934832964106
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},
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{
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"epoch": 3,
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"train_loss": 0.06773814947488435,
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"val_loss": 0.16870862344072773
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}
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],
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"threshold_search": [
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{
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"threshold": 0.05,
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"precision": 0.48935965643227997,
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"recall": 0.9732916879143294,
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"f1": 0.6512689272766048,
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"n": 514
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},
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{
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"threshold": 0.1,
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"precision": 0.5677988365547006,
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| 38 |
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"recall": 0.9643676695563488,
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"f1": 0.7147615335553822,
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"n": 514
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},
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{
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"threshold": 0.15,
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"precision": 0.6205062664907651,
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| 45 |
+
"recall": 0.9593957164711882,
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| 46 |
+
"f1": 0.7536050470658923,
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| 47 |
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"n": 514
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},
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{
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"threshold": 0.2,
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+
"precision": 0.656819775596073,
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| 52 |
+
"recall": 0.9552524222335543,
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| 53 |
+
"f1": 0.7784126324537711,
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| 54 |
+
"n": 514
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},
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{
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+
"threshold": 0.25,
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| 58 |
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"precision": 0.6854035699536548,
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| 59 |
+
"recall": 0.952129015808261,
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| 60 |
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"f1": 0.797043835543342,
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| 61 |
+
"n": 514
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},
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{
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"threshold": 0.3,
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| 65 |
+
"precision": 0.7081612305939324,
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| 66 |
+
"recall": 0.950790413054564,
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| 67 |
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"f1": 0.8117330140676444,
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| 68 |
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"n": 514
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| 69 |
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},
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{
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| 71 |
+
"threshold": 0.35,
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| 72 |
+
"precision": 0.7310585574512021,
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| 73 |
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"recall": 0.9477944926058134,
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| 74 |
+
"f1": 0.8254364781969078,
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| 75 |
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"n": 514
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| 76 |
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},
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| 77 |
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{
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| 78 |
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"threshold": 0.4,
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| 79 |
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"precision": 0.7513157894736842,
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| 80 |
+
"recall": 0.9463284038755737,
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| 81 |
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"f1": 0.8376213044459491,
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| 82 |
+
"n": 514
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| 83 |
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},
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| 84 |
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{
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| 85 |
+
"threshold": 0.45,
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| 86 |
+
"precision": 0.7724760116812682,
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| 87 |
+
"recall": 0.9442248852626212,
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| 88 |
+
"f1": 0.8497590637907297,
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| 89 |
+
"n": 514
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| 90 |
+
},
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| 91 |
+
{
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| 92 |
+
"threshold": 0.5,
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| 93 |
+
"precision": 0.7878350955890207,
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| 94 |
+
"recall": 0.9404003059663437,
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| 95 |
+
"f1": 0.8573836229441507,
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| 96 |
+
"n": 514
|
| 97 |
+
},
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| 98 |
+
{
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| 99 |
+
"threshold": 0.55,
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| 100 |
+
"precision": 0.7970857483343264,
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| 101 |
+
"recall": 0.9379780724120347,
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| 102 |
+
"f1": 0.8618114732495827,
|
| 103 |
+
"n": 514
|
| 104 |
+
},
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| 105 |
+
{
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| 106 |
+
"threshold": 0.6,
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| 107 |
+
"precision": 0.8108944257223358,
|
| 108 |
+
"recall": 0.9356195818459969,
|
| 109 |
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"f1": 0.8688034567462785,
|
| 110 |
+
"n": 514
|
| 111 |
+
},
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| 112 |
+
{
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| 113 |
+
"threshold": 0.65,
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| 114 |
+
"precision": 0.822739279491935,
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| 115 |
+
"recall": 0.9331336053034166,
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| 116 |
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"f1": 0.8744661151100623,
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| 117 |
+
"n": 514
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| 118 |
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},
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| 119 |
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{
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| 120 |
+
"threshold": 0.7,
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| 121 |
+
"precision": 0.8399861759115258,
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| 122 |
+
"recall": 0.9295639979602244,
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| 123 |
+
"f1": 0.8825077914611638,
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| 124 |
+
"n": 514
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| 125 |
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},
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| 126 |
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{
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| 127 |
+
"threshold": 0.75,
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| 128 |
+
"precision": 0.8529963644892694,
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| 129 |
+
"recall": 0.9272692503824579,
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| 130 |
+
"f1": 0.8885834707714861,
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| 131 |
+
"n": 514
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| 132 |
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},
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| 133 |
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{
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| 134 |
+
"threshold": 0.8,
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| 135 |
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"precision": 0.8671893703615035,
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| 136 |
+
"recall": 0.9235721570627231,
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| 137 |
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"f1": 0.8944931473021361,
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| 138 |
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"n": 514
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| 139 |
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},
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{
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"threshold": 0.85,
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| 142 |
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"precision": 0.8886970463094284,
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| 143 |
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"recall": 0.9186639469658338,
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| 144 |
+
"f1": 0.9034320639398213,
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| 145 |
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"n": 514
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| 146 |
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},
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| 147 |
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{
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| 148 |
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"threshold": 0.9,
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| 149 |
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"precision": 0.9144846085068336,
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| 150 |
+
"recall": 0.9127358490566038,
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| 151 |
+
"f1": 0.9136093919479359,
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| 152 |
+
"n": 514
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| 153 |
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},
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| 154 |
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{
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| 155 |
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"threshold": 0.95,
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| 156 |
+
"precision": 0.9486852696538771,
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| 157 |
+
"recall": 0.9015170831208567,
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| 158 |
+
"f1": 0.924499934631978,
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| 159 |
+
"n": 514
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| 160 |
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}
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]
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}
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deberta_mixed/special_tokens_map.json
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{
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"bos_token": "[CLS]",
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"cls_token": "[CLS]",
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"eos_token": "[SEP]",
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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": {
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"content": "[UNK]",
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"lstrip": false,
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| 11 |
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"normalized": true,
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| 12 |
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"rstrip": false,
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"single_word": false
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}
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}
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deberta_mixed/spm.model
ADDED
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@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:c679fbf93643d19aab7ee10c0b99e460bdbc02fedf34b92b05af343b4af586fd
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size 2464616
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deberta_mixed/tokenizer.json
ADDED
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The diff for this file is too large to render.
See raw diff
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deberta_mixed/tokenizer_config.json
ADDED
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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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| 5 |
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"lstrip": false,
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| 6 |
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"normalized": false,
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| 7 |
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"rstrip": false,
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| 8 |
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"single_word": false,
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| 9 |
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"special": true
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},
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| 11 |
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"1": {
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| 12 |
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"content": "[CLS]",
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"lstrip": false,
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| 14 |
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"normalized": false,
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| 15 |
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"rstrip": false,
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| 16 |
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"single_word": false,
|
| 17 |
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"special": true
|
| 18 |
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},
|
| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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},
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| 27 |
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"3": {
|
| 28 |
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| 29 |
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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| 34 |
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},
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| 36 |
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| 37 |
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| 38 |
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| 39 |
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| 40 |
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| 41 |
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| 42 |
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}
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| 43 |
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},
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| 44 |
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| 45 |
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| 46 |
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| 47 |
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| 48 |
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| 49 |
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| 50 |
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| 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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"vocab_type": "spm"
|
| 59 |
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}
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