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special_tokens_map.json

@@ -0,0 +1,37 @@
+{
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "[MASK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "[SEP]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,56 @@
+{
+  "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": false,
+  "cls_token": "[CLS]",
+  "do_lower_case": true,
+  "extra_special_tokens": {},
+  "mask_token": "[MASK]",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}

toxicn/README.md

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+# Performance Report
+F1-macro (accuracy)
+## expression_ie
+Combined implicit and reporting labels.
+|     |   epoch | overall            | non-hate           | explicit           | implicit           |
+|:---:|:-------:|:------------------:|:------------------:|:------------------:|:------------------:|
+| 0   |     7   | 0.7110<br>(74.70%) | 0.8306<br>(83.10%) | 0.8090<br>(86.52%) | 0.7271<br>(79.78%) |
+| 1   |     8   | 0.7105<br>(74.60%) | 0.8193<br>(82.01%) | 0.8031<br>(86.30%) | 0.7396<br>(80.89%) |
+| 2   |     4   | 0.7091<br>(74.48%) | 0.8164<br>(81.72%) | 0.8151<br>(86.93%) | 0.7272<br>(80.31%) |
+| 3   |     5   | 0.7096<br>(74.77%) | 0.8294<br>(83.01%) | 0.8075<br>(86.55%) | 0.7272<br>(79.98%) |
+| 4   |     8   | 0.7219<br>(75.40%) | 0.8214<br>(82.22%) | 0.8194<br>(87.64%) | 0.7439<br>(80.93%) |
+| avg |     6.4 | 0.7124<br>(74.79%) | 0.8234<br>(82.42%) | 0.8108<br>(86.79%) | 0.7330<br>(80.38%) |
+## expression
+|     |   epoch | overall            | non-hate           | explicit           | implicit           | reporting          |
+|:---:|:-------:|:------------------:|:------------------:|:------------------:|:------------------:|:------------------:|
+| 0   |     7   | 0.6425<br>(72.45%) | 0.8206<br>(82.19%) | 0.8090<br>(86.85%) | 0.6693<br>(81.94%) | 0.7762<br>(93.92%) |
+| 1   |     5   | 0.6522<br>(73.52%) | 0.8224<br>(82.39%) | 0.8091<br>(86.18%) | 0.6797<br>(84.22%) | 0.7896<br>(94.25%) |
+| 2   |     5   | 0.6442<br>(72.48%) | 0.8261<br>(82.68%) | 0.7969<br>(85.30%) | 0.6795<br>(83.39%) | 0.7789<br>(93.59%) |
+| 3   |     7   | 0.6636<br>(73.90%) | 0.8270<br>(82.76%) | 0.8344<br>(88.13%) | 0.6797<br>(83.14%) | 0.7887<br>(93.76%) |
+| 4   |     7   | 0.6455<br>(72.19%) | 0.8163<br>(81.72%) | 0.8006<br>(86.05%) | 0.6832<br>(82.89%) | 0.7795<br>(93.71%) |
+| avg |     6.2 | 0.6496<br>(72.91%) | 0.8225<br>(82.35%) | 0.8100<br>(86.50%) | 0.6783<br>(83.12%) | 0.7826<br>(93.85%) |
+## toxic
+|     |   epoch | overall            | non-toxic          | toxic              |
+|:---:|:-------:|:------------------:|:------------------:|:------------------:|
+| 0   |     4   | 0.8292<br>(83.02%) | 0.8292<br>(83.02%) | 0.8292<br>(83.02%) |
+| 1   |     6   | 0.8134<br>(81.43%) | 0.8134<br>(81.43%) | 0.8134<br>(81.43%) |
+| 2   |     6   | 0.8182<br>(81.85%) | 0.8182<br>(81.85%) | 0.8182<br>(81.85%) |
+| 3   |     5   | 0.8153<br>(81.56%) | 0.8153<br>(81.56%) | 0.8153<br>(81.56%) |
+| 4   |     6   | 0.8175<br>(81.81%) | 0.8175<br>(81.81%) | 0.8175<br>(81.81%) |
+| avg |     5.4 | 0.8187<br>(81.93%) | 0.8187<br>(81.93%) | 0.8187<br>(81.93%) |
+## toxic_type
+|     |   epoch | overall            | non-toxic          | general            | hate               |
+|:---:|:-------:|:------------------:|:------------------:|:------------------:|:------------------:|
+| 0   |     7   | 0.7159<br>(79.40%) | 0.8201<br>(82.15%) | 0.7424<br>(93.47%) | 0.8315<br>(83.19%) |
+| 1   |     6   | 0.6990<br>(79.27%) | 0.8152<br>(81.56%) | 0.7204<br>(93.96%) | 0.8293<br>(83.01%) |
+| 2   |     5   | 0.7240<br>(80.52%) | 0.8312<br>(83.18%) | 0.7448<br>(93.84%) | 0.8393<br>(84.01%) |
+| 3   |     6   | 0.7207<br>(79.48%) | 0.8219<br>(82.22%) | 0.7527<br>(94.05%) | 0.8255<br>(82.68%) |
+| 4   |     5   | 0.7265<br>(78.89%) | 0.8133<br>(81.39%) | 0.7700<br>(94.30%) | 0.8199<br>(82.10%) |
+| avg |     5.8 | 0.7172<br>(79.51%) | 0.8204<br>(82.10%) | 0.7461<br>(93.92%) | 0.8291<br>(83.00%) |

toxicn/expression_ie/0/checkpoint-266/config.json

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+{
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "directionality": "bidi",
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 1024,
+  "id2label": {
+    "0": "non-hate",
+    "1": "explicit",
+    "2": "implicit"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 4096,
+  "label2id": {
+    "explicit": 1,
+    "implicit": 2,
+    "non-hate": 0
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "note": "Combined implicit and reporting labels.",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 24,
+  "output_past": true,
+  "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": "single_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.51.3",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 21128
+}

toxicn/expression_ie/0/checkpoint-266/special_tokens_map.json

@@ -0,0 +1,37 @@
+{
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
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+  },
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+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
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+    "rstrip": false,
+    "single_word": false
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+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

toxicn/expression_ie/0/checkpoint-266/tokenizer_config.json

@@ -0,0 +1,56 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
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+  "cls_token": "[CLS]",
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+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}

toxicn/expression_ie/0/checkpoint-266/trainer_state.json

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+{
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+      "step": 266
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+  ],
+  "logging_steps": 500,
+  "max_steps": 380,
+  "num_input_tokens_seen": 0,
+  "num_train_epochs": 10,
+  "save_steps": 500,
+  "stateful_callbacks": {
+    "TrainerControl": {
+      "args": {
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+        "should_evaluate": false,
+        "should_log": false,
+        "should_save": true,
+        "should_training_stop": false
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+    }
+  },
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+  "train_batch_size": 256,
+  "trial_name": null,
+  "trial_params": null
+}

toxicn/expression_ie/0/config.json

@@ -0,0 +1,45 @@
+{
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "directionality": "bidi",
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 1024,
+  "id2label": {
+    "0": "non-hate",
+    "1": "explicit",
+    "2": "implicit"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 4096,
+  "label2id": {
+    "explicit": 1,
+    "implicit": 2,
+    "non-hate": 0
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "note": "Combined implicit and reporting labels.",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 24,
+  "output_past": true,
+  "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": "single_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.51.3",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 21128
+}

toxicn/expression_ie/0/special_tokens_map.json

@@ -0,0 +1,37 @@
+{
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
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toxicn/expression_ie/0/tokenizer_config.json

@@ -0,0 +1,56 @@
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toxicn/expression_ie/1/checkpoint-304/config.json

@@ -0,0 +1,45 @@
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toxicn/expression_ie/1/checkpoint-304/special_tokens_map.json

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toxicn/expression_ie/1/checkpoint-304/tokenizer_config.json

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toxicn/expression_ie/1/checkpoint-304/trainer_state.json

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toxicn/expression_ie/1/config.json

@@ -0,0 +1,45 @@
+{
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+}

toxicn/expression_ie/1/special_tokens_map.json

@@ -0,0 +1,37 @@
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toxicn/expression_ie/1/tokenizer_config.json

@@ -0,0 +1,56 @@
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toxicn/expression_ie/2/checkpoint-152/config.json

@@ -0,0 +1,45 @@
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toxicn/expression_ie/2/checkpoint-152/special_tokens_map.json

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toxicn/expression_ie/2/checkpoint-152/tokenizer_config.json

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toxicn/expression_ie/2/checkpoint-152/trainer_state.json

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toxicn/expression_ie/2/config.json

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toxicn/expression_ie/2/special_tokens_map.json

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toxicn/expression_ie/2/tokenizer_config.json

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toxicn/expression_ie/3/checkpoint-190/config.json

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toxicn/expression_ie/3/checkpoint-190/special_tokens_map.json

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toxicn/expression_ie/3/checkpoint-190/tokenizer_config.json

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toxicn/expression_ie/3/checkpoint-190/trainer_state.json

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toxicn/expression_ie/3/config.json

@@ -0,0 +1,45 @@
+{
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "directionality": "bidi",
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 1024,
+  "id2label": {
+    "0": "non-hate",
+    "1": "explicit",
+    "2": "implicit"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 4096,
+  "label2id": {
+    "explicit": 1,
+    "implicit": 2,
+    "non-hate": 0
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "note": "Combined implicit and reporting labels.",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 24,
+  "output_past": true,
+  "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": "single_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.51.3",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 21128
+}

toxicn/expression_ie/3/special_tokens_map.json

@@ -0,0 +1,37 @@
+{
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "[MASK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "[SEP]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

toxicn/expression_ie/3/tokenizer_config.json

@@ -0,0 +1,56 @@
+{
+  "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": false,
+  "cls_token": "[CLS]",
+  "do_lower_case": true,
+  "extra_special_tokens": {},
+  "mask_token": "[MASK]",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}

toxicn/expression_ie/4/config.json

@@ -0,0 +1,45 @@
+{
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "directionality": "bidi",
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 1024,
+  "id2label": {
+    "0": "non-hate",
+    "1": "explicit",
+    "2": "implicit"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 4096,
+  "label2id": {
+    "explicit": 1,
+    "implicit": 2,
+    "non-hate": 0
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "note": "Combined implicit and reporting labels.",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 24,
+  "output_past": true,
+  "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": "single_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.51.3",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 21128
+}