damage_trigger_effect_location_Babelscape/wikineural-multilingual-ner

README.md

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+---
+license: cc-by-nc-sa-4.0
+base_model: Babelscape/wikineural-multilingual-ner
+tags:
+- generated_from_trainer
+metrics:
+- precision
+- recall
+- f1
+- accuracy
+model-index:
+- name: damage_trigger_effect_2023-12-19_14_11
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# damage_trigger_effect_2023-12-19_14_11
+
+This model is a fine-tuned version of [Babelscape/wikineural-multilingual-ner](https://huggingface.co/Babelscape/wikineural-multilingual-ner) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.6940
+- Precision: 0.0
+- Recall: 0.0
+- F1: 0.0
+- Accuracy: 0.8550
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 2e-05
+- train_batch_size: 16
+- eval_batch_size: 16
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 15
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1  | Accuracy |
+|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:---:|:--------:|
+| No log        | 1.0   | 34   | 0.6583          | 0.0       | 0.0    | 0.0 | 0.8158   |
+| No log        | 2.0   | 68   | 0.5418          | 0.0       | 0.0    | 0.0 | 0.8094   |
+| No log        | 3.0   | 102  | 0.4800          | 0.0       | 0.0    | 0.0 | 0.8418   |
+| No log        | 4.0   | 136  | 0.4383          | 0.0       | 0.0    | 0.0 | 0.8579   |
+| No log        | 5.0   | 170  | 0.4956          | 0.0       | 0.0    | 0.0 | 0.8449   |
+| No log        | 6.0   | 204  | 0.5156          | 0.0       | 0.0    | 0.0 | 0.8591   |
+| No log        | 7.0   | 238  | 0.5127          | 0.0       | 0.0    | 0.0 | 0.8591   |
+| No log        | 8.0   | 272  | 0.5488          | 0.0       | 0.0    | 0.0 | 0.8529   |
+| No log        | 9.0   | 306  | 0.6051          | 0.0       | 0.0    | 0.0 | 0.8529   |
+| No log        | 10.0  | 340  | 0.6026          | 0.0       | 0.0    | 0.0 | 0.8605   |
+| No log        | 11.0  | 374  | 0.6523          | 0.0       | 0.0    | 0.0 | 0.8506   |
+| No log        | 12.0  | 408  | 0.6824          | 0.0       | 0.0    | 0.0 | 0.8520   |
+| No log        | 13.0  | 442  | 0.6777          | 0.0       | 0.0    | 0.0 | 0.8550   |
+| No log        | 14.0  | 476  | 0.7056          | 0.0       | 0.0    | 0.0 | 0.8508   |
+| 0.2478        | 15.0  | 510  | 0.6940          | 0.0       | 0.0    | 0.0 | 0.8550   |
+
+
+### Framework versions
+
+- Transformers 4.36.2
+- Pytorch 2.1.0+cu121
+- Datasets 2.15.0
+- Tokenizers 0.15.0

config.json

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+{
+  "_name_or_path": "Babelscape/wikineural-multilingual-ner",
+  "architectures": [
+    "BertForTokenClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "directionality": "bidi",
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "OUT",
+    "1": "B-damage_trigger",
+    "2": "I-damage_trigger",
+    "3": "B-effect",
+    "4": "I-effect",
+    "5": "B-region",
+    "6": "I-region",
+    "7": "B-city",
+    "8": "I-city"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "B-city": 7,
+    "B-damage_trigger": 1,
+    "B-effect": 3,
+    "B-region": 5,
+    "I-city": 8,
+    "I-damage_trigger": 2,
+    "I-effect": 4,
+    "I-region": 6,
+    "OUT": 0
+  },
+  "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",
+  "torch_dtype": "float32",
+  "transformers_version": "4.36.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 119547
+}

model.safetensors

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+size 709102436

runs/Dec19_14-11-43_2aaf5c641590/events.out.tfevents.1702995104.2aaf5c641590.2336.0

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special_tokens_map.json

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+{
+  "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

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+{
+  "add_prefix_space": true,
+  "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_lower_case": false,
+  "mask_token": "[MASK]",
+  "max_length": 512,
+  "model_max_length": 512,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "stride": 0,
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "[UNK]"
+}

training_args.bin

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