End of training

README.md

@@ -0,0 +1,63 @@
+---
+license: apache-2.0
+base_model: bert-base-uncased
+tags:
+- generated_from_trainer
+model-index:
+- name: valueeval24-bert-baseline-en
+  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. -->
+
+# valueeval24-bert-baseline-en
+
+This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.0650
+- F1-score: {'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.14, 'Self-direction: action constrained': 0, 'Stimulation attained': 0.27, 'Stimulation constrained': 0, 'Hedonism attained': 0.26, 'Hedonism constrained': 0, 'Achievement attained': 0.35, 'Achievement constrained': 0.25, 'Power: dominance attained': 0.3, 'Power: dominance constrained': 0.04, 'Power: resources attained': 0.27, 'Power: resources constrained': 0.22, 'Face attained': 0, 'Face constrained': 0.07, 'Security: personal attained': 0.06, 'Security: personal constrained': 0.27, 'Security: societal attained': 0.3, 'Security: societal constrained': 0.39, 'Tradition attained': 0.38, 'Tradition constrained': 0, 'Conformity: rules attained': 0.34, 'Conformity: rules constrained': 0.3, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.18, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0.19, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.31, 'Universalism: concern constrained': 0.15, 'Universalism: nature attained': 0.46, 'Universalism: nature constrained': 0.29, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}
+- Marco-avg-f1-score: 0.15
+
+## 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: 8
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 5
+
+### Training results
+
+| Training Loss | Epoch | Step  | Validation Loss | F1-score                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | Marco-avg-f1-score |
+|:-------------:|:-----:|:-----:|:---------------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:------------------:|
+| 0.0662        | 1.0   | 5481  | 0.0624          | {'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0, 'Self-direction: action constrained': 0, 'Stimulation attained': 0, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.04, 'Achievement constrained': 0, 'Power: dominance attained': 0.02, 'Power: dominance constrained': 0, 'Power: resources attained': 0.01, 'Power: resources constrained': 0, 'Face attained': 0, 'Face constrained': 0, 'Security: personal attained': 0, 'Security: personal constrained': 0, 'Security: societal attained': 0.08, 'Security: societal constrained': 0.29, 'Tradition attained': 0, 'Tradition constrained': 0, 'Conformity: rules attained': 0.02, 'Conformity: rules constrained': 0.05, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0, 'Universalism: concern constrained': 0, 'Universalism: nature attained': 0.01, 'Universalism: nature constrained': 0, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}                                           | 0.01               |
+| 0.0554        | 2.0   | 10962 | 0.0588          | {'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0, 'Self-direction: action constrained': 0, 'Stimulation attained': 0.13, 'Stimulation constrained': 0, 'Hedonism attained': 0, 'Hedonism constrained': 0, 'Achievement attained': 0.33, 'Achievement constrained': 0.07, 'Power: dominance attained': 0.28, 'Power: dominance constrained': 0, 'Power: resources attained': 0.12, 'Power: resources constrained': 0.05, 'Face attained': 0, 'Face constrained': 0, 'Security: personal attained': 0, 'Security: personal constrained': 0.05, 'Security: societal attained': 0.21, 'Security: societal constrained': 0.35, 'Tradition attained': 0.12, 'Tradition constrained': 0, 'Conformity: rules attained': 0.31, 'Conformity: rules constrained': 0.14, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.07, 'Universalism: concern constrained': 0, 'Universalism: nature attained': 0.38, 'Universalism: nature constrained': 0.01, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}                      | 0.07               |
+| 0.0465        | 3.0   | 16443 | 0.0603          | {'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.06, 'Self-direction: action constrained': 0, 'Stimulation attained': 0.19, 'Stimulation constrained': 0, 'Hedonism attained': 0.2, 'Hedonism constrained': 0, 'Achievement attained': 0.37, 'Achievement constrained': 0.22, 'Power: dominance attained': 0.26, 'Power: dominance constrained': 0, 'Power: resources attained': 0.25, 'Power: resources constrained': 0.19, 'Face attained': 0, 'Face constrained': 0.01, 'Security: personal attained': 0.02, 'Security: personal constrained': 0.22, 'Security: societal attained': 0.28, 'Security: societal constrained': 0.42, 'Tradition attained': 0.38, 'Tradition constrained': 0, 'Conformity: rules attained': 0.34, 'Conformity: rules constrained': 0.3, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.07, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0.11, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.26, 'Universalism: concern constrained': 0.13, 'Universalism: nature attained': 0.46, 'Universalism: nature constrained': 0.16, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}   | 0.13               |
+| 0.0388        | 4.0   | 21924 | 0.0631          | {'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.11, 'Self-direction: action constrained': 0, 'Stimulation attained': 0.26, 'Stimulation constrained': 0, 'Hedonism attained': 0.26, 'Hedonism constrained': 0, 'Achievement attained': 0.35, 'Achievement constrained': 0.22, 'Power: dominance attained': 0.31, 'Power: dominance constrained': 0.03, 'Power: resources attained': 0.24, 'Power: resources constrained': 0.13, 'Face attained': 0, 'Face constrained': 0.02, 'Security: personal attained': 0.06, 'Security: personal constrained': 0.3, 'Security: societal attained': 0.32, 'Security: societal constrained': 0.4, 'Tradition attained': 0.38, 'Tradition constrained': 0, 'Conformity: rules attained': 0.32, 'Conformity: rules constrained': 0.27, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.2, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0.19, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.28, 'Universalism: concern constrained': 0.1, 'Universalism: nature attained': 0.45, 'Universalism: nature constrained': 0.26, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0}  | 0.14               |
+| 0.0335        | 5.0   | 27405 | 0.0650          | {'Self-direction: thought attained': 0, 'Self-direction: thought constrained': 0, 'Self-direction: action attained': 0.14, 'Self-direction: action constrained': 0, 'Stimulation attained': 0.27, 'Stimulation constrained': 0, 'Hedonism attained': 0.26, 'Hedonism constrained': 0, 'Achievement attained': 0.35, 'Achievement constrained': 0.25, 'Power: dominance attained': 0.3, 'Power: dominance constrained': 0.04, 'Power: resources attained': 0.27, 'Power: resources constrained': 0.22, 'Face attained': 0, 'Face constrained': 0.07, 'Security: personal attained': 0.06, 'Security: personal constrained': 0.27, 'Security: societal attained': 0.3, 'Security: societal constrained': 0.39, 'Tradition attained': 0.38, 'Tradition constrained': 0, 'Conformity: rules attained': 0.34, 'Conformity: rules constrained': 0.3, 'Conformity: interpersonal attained': 0, 'Conformity: interpersonal constrained': 0, 'Humility attained': 0, 'Humility constrained': 0, 'Benevolence: caring attained': 0.18, 'Benevolence: caring constrained': 0, 'Benevolence: dependability attained': 0.19, 'Benevolence: dependability constrained': 0, 'Universalism: concern attained': 0.31, 'Universalism: concern constrained': 0.15, 'Universalism: nature attained': 0.46, 'Universalism: nature constrained': 0.29, 'Universalism: tolerance attained': 0, 'Universalism: tolerance constrained': 0} | 0.15               |
+
+
+### Framework versions
+
+- Transformers 4.38.2
+- Pytorch 2.2.1+cu121
+- Datasets 2.18.0
+- Tokenizers 0.15.2

config.json

@@ -0,0 +1,107 @@
+{
+  "_name_or_path": "bert-base-uncased",
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "Self-direction: thought attained",
+    "1": "Self-direction: thought constrained",
+    "2": "Self-direction: action attained",
+    "3": "Self-direction: action constrained",
+    "4": "Stimulation attained",
+    "5": "Stimulation constrained",
+    "6": "Hedonism attained",
+    "7": "Hedonism constrained",
+    "8": "Achievement attained",
+    "9": "Achievement constrained",
+    "10": "Power: dominance attained",
+    "11": "Power: dominance constrained",
+    "12": "Power: resources attained",
+    "13": "Power: resources constrained",
+    "14": "Face attained",
+    "15": "Face constrained",
+    "16": "Security: personal attained",
+    "17": "Security: personal constrained",
+    "18": "Security: societal attained",
+    "19": "Security: societal constrained",
+    "20": "Tradition attained",
+    "21": "Tradition constrained",
+    "22": "Conformity: rules attained",
+    "23": "Conformity: rules constrained",
+    "24": "Conformity: interpersonal attained",
+    "25": "Conformity: interpersonal constrained",
+    "26": "Humility attained",
+    "27": "Humility constrained",
+    "28": "Benevolence: caring attained",
+    "29": "Benevolence: caring constrained",
+    "30": "Benevolence: dependability attained",
+    "31": "Benevolence: dependability constrained",
+    "32": "Universalism: concern attained",
+    "33": "Universalism: concern constrained",
+    "34": "Universalism: nature attained",
+    "35": "Universalism: nature constrained",
+    "36": "Universalism: tolerance attained",
+    "37": "Universalism: tolerance constrained"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "Achievement attained": 8,
+    "Achievement constrained": 9,
+    "Benevolence: caring attained": 28,
+    "Benevolence: caring constrained": 29,
+    "Benevolence: dependability attained": 30,
+    "Benevolence: dependability constrained": 31,
+    "Conformity: interpersonal attained": 24,
+    "Conformity: interpersonal constrained": 25,
+    "Conformity: rules attained": 22,
+    "Conformity: rules constrained": 23,
+    "Face attained": 14,
+    "Face constrained": 15,
+    "Hedonism attained": 6,
+    "Hedonism constrained": 7,
+    "Humility attained": 26,
+    "Humility constrained": 27,
+    "Power: dominance attained": 10,
+    "Power: dominance constrained": 11,
+    "Power: resources attained": 12,
+    "Power: resources constrained": 13,
+    "Security: personal attained": 16,
+    "Security: personal constrained": 17,
+    "Security: societal attained": 18,
+    "Security: societal constrained": 19,
+    "Self-direction: action attained": 2,
+    "Self-direction: action constrained": 3,
+    "Self-direction: thought attained": 0,
+    "Self-direction: thought constrained": 1,
+    "Stimulation attained": 4,
+    "Stimulation constrained": 5,
+    "Tradition attained": 20,
+    "Tradition constrained": 21,
+    "Universalism: concern attained": 32,
+    "Universalism: concern constrained": 33,
+    "Universalism: nature attained": 34,
+    "Universalism: nature constrained": 35,
+    "Universalism: tolerance attained": 36,
+    "Universalism: tolerance constrained": 37
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "problem_type": "multi_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.38.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:669884a689e6f32d12f3c3a6b41e5689c173f0637b0f9cd43e844e3ad47fc87f
+size 438069384

special_tokens_map.json

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

tokenizer_config.json

@@ -0,0 +1,55 @@
+{
+  "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": true,
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ed4e337ca17724ece9eaa8c9efb7abc0ed570a29a3cb0ee8e1bfb3577c03a783
+size 4920