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config.json

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+{
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "directionality": "bidi",
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "admiration",
+    "1": "amusement",
+    "2": "anger",
+    "3": "annoyance",
+    "4": "approval",
+    "5": "caring",
+    "6": "confusion",
+    "7": "curiosity",
+    "8": "desire",
+    "9": "disappointment",
+    "10": "disapproval",
+    "11": "disgust",
+    "12": "embarrassment",
+    "13": "excitement",
+    "14": "fear",
+    "15": "gratitude",
+    "16": "grief",
+    "17": "joy",
+    "18": "love",
+    "19": "nervousness",
+    "20": "optimism",
+    "21": "pride",
+    "22": "realization",
+    "23": "relief",
+    "24": "remorse",
+    "25": "sadness",
+    "26": "surprise",
+    "27": "neutral"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "admiration": 0,
+    "amusement": 1,
+    "anger": 2,
+    "annoyance": 3,
+    "approval": 4,
+    "caring": 5,
+    "confusion": 6,
+    "curiosity": 7,
+    "desire": 8,
+    "disappointment": 9,
+    "disapproval": 10,
+    "disgust": 11,
+    "embarrassment": 12,
+    "excitement": 13,
+    "fear": 14,
+    "gratitude": 15,
+    "grief": 16,
+    "joy": 17,
+    "love": 18,
+    "nervousness": 19,
+    "neutral": 27,
+    "optimism": 20,
+    "pride": 21,
+    "realization": 22,
+    "relief": 23,
+    "remorse": 24,
+    "sadness": 25,
+    "surprise": 26
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "pooler_fc_size": 768,
+  "pooler_num_attention_heads": 12,
+  "pooler_num_fc_layers": 3,
+  "pooler_size_per_head": 128,
+  "pooler_type": "first_token_transform",
+  "position_embedding_type": "absolute",
+  "problem_type": "multi_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.52.3",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 119547
+}

emotion_config.json

@@ -0,0 +1,30 @@
+{
+  "label_0": "admiration",
+  "label_1": "amusement",
+  "label_2": "anger",
+  "label_3": "annoyance",
+  "label_4": "approval",
+  "label_5": "caring",
+  "label_6": "confusion",
+  "label_7": "curiosity",
+  "label_8": "desire",
+  "label_9": "disappointment",
+  "label_10": "disapproval",
+  "label_11": "disgust",
+  "label_12": "embarrassment",
+  "label_13": "excitement",
+  "label_14": "fear",
+  "label_15": "gratitude",
+  "label_16": "grief",
+  "label_17": "joy",
+  "label_18": "love",
+  "label_19": "nervousness",
+  "label_20": "optimism",
+  "label_21": "pride",
+  "label_22": "realization",
+  "label_23": "relief",
+  "label_24": "remorse",
+  "label_25": "sadness",
+  "label_26": "surprise",
+  "label_27": "neutral"
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2997b3cb3d631a1c28f909f858b5dc8f201a063661060716599e14f289083274
+size 711523440

special_tokens_map.json

@@ -0,0 +1,7 @@
+{
+  "cls_token": "[CLS]",
+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "unk_token": "[UNK]"
+}

test_evaluation.json

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+{
+  "emotion_config": {
+    "label_0": "admiration",
+    "label_1": "amusement",
+    "label_2": "anger",
+    "label_3": "annoyance",
+    "label_4": "approval",
+    "label_5": "caring",
+    "label_6": "confusion",
+    "label_7": "curiosity",
+    "label_8": "desire",
+    "label_9": "disappointment",
+    "label_10": "disapproval",
+    "label_11": "disgust",
+    "label_12": "embarrassment",
+    "label_13": "excitement",
+    "label_14": "fear",
+    "label_15": "gratitude",
+    "label_16": "grief",
+    "label_17": "joy",
+    "label_18": "love",
+    "label_19": "nervousness",
+    "label_20": "optimism",
+    "label_21": "pride",
+    "label_22": "realization",
+    "label_23": "relief",
+    "label_24": "remorse",
+    "label_25": "sadness",
+    "label_26": "surprise",
+    "label_27": "neutral"
+  },
+  "overall_metrics": {
+    "accuracy": 0.9628971544394431,
+    "micro_f1": 0.48107013560778056,
+    "macro_f1": 0.39777339217053154,
+    "exact_match": 0.3594680916405626
+  },
+  "per_class_metrics": {
+    "admiration": {
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+      "precision": 0.6708351942831621,
+      "recall": 0.5383512544802868
+    },
+    "amusement": {
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+      "precision": 0.739247311827957,
+      "recall": 0.7368703108252947
+    },
+    "anger": {
+      "f1": 0.32167832167832167,
+      "precision": 0.40902872777017785,
+      "recall": 0.2650709219858156
+    },
+    "annoyance": {
+      "f1": 0.21100226073850792,
+      "precision": 0.29473684210526313,
+      "recall": 0.1643192488262911
+    },
+    "approval": {
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+      "precision": 0.4069660861594867,
+      "recall": 0.21203438395415472
+    },
+    "caring": {
+      "f1": 0.3081761006289308,
+      "precision": 0.4298245614035088,
+      "recall": 0.24019607843137256
+    },
+    "confusion": {
+      "f1": 0.37506185056902525,
+      "precision": 0.3786213786213786,
+      "recall": 0.3715686274509804
+    },
+    "curiosity": {
+      "f1": 0.410913872452334,
+      "precision": 0.47782874617737003,
+      "recall": 0.3604382929642445
+    },
+    "desire": {
+      "f1": 0.37515842839036756,
+      "precision": 0.39466666666666667,
+      "recall": 0.357487922705314
+    },
+    "disappointment": {
+      "f1": 0.21895861148197596,
+      "precision": 0.33884297520661155,
+      "recall": 0.16173570019723865
+    },
+    "disapproval": {
+      "f1": 0.17687074829931973,
+      "precision": 0.32943469785575047,
+      "recall": 0.12088698140200287
+    },
+    "disgust": {
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+      "precision": 0.34689922480620156,
+      "recall": 0.29833333333333334
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+      "precision": 0.42702702702702705,
+      "recall": 0.32916666666666666
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+      "precision": 0.34946236559139787,
+      "recall": 0.20833333333333334
+    },
+    "fear": {
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+      "precision": 0.5263157894736842,
+      "recall": 0.46184738955823296
+    },
+    "gratitude": {
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+      "precision": 0.9234326824254881,
+      "recall": 0.8967065868263473
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+      "recall": 0.25
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+    "joy": {
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+      "precision": 0.4429378531073446,
+      "recall": 0.3798449612403101
+    },
+    "love": {
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+      "precision": 0.7566048341765037,
+      "recall": 0.7428256070640177
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+    "nervousness": {
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+      "precision": 0.3894736842105263,
+      "recall": 0.30833333333333335
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+      "precision": 0.5295629820051414,
+      "recall": 0.3879472693032015
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+    "pride": {
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+      "precision": 0.40816326530612246,
+      "recall": 0.23809523809523808
+    },
+    "realization": {
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+      "precision": 0.216696269982238,
+      "recall": 0.15404040404040403
+    },
+    "relief": {
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+      "precision": 0.18518518518518517,
+      "recall": 0.07246376811594203
+    },
+    "remorse": {
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+      "precision": 0.62004662004662,
+      "recall": 0.5155038759689923
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+    "sadness": {
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+      "precision": 0.5022075055187638,
+      "recall": 0.4284369114877589
+    },
+    "surprise": {
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+      "precision": 0.4767596281540505,
+      "recall": 0.4335748792270531
+    },
+    "neutral": {
+      "f1": 0.5015319349516851,
+      "precision": 0.6606643899410121,
+      "recall": 0.40417853751187083
+    }
+  }
+}

tokenizer_config.json

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+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "102": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "103": {
+      "content": "[MASK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_basic_tokenize": true,
+  "do_lower_case": false,
+  "extra_special_tokens": {},
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "never_split": null,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}