End of training

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,81 @@
+---
+library_name: transformers
+license: mit
+base_model: AnonymousCS/populism_xlmr_base
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+model-index:
+- name: populism_classifier_bsample_187
+  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. -->
+
+# populism_classifier_bsample_187
+
+This model is a fine-tuned version of [AnonymousCS/populism_xlmr_base](https://huggingface.co/AnonymousCS/populism_xlmr_base) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.7374
+- Accuracy: 0.0359
+- 1-f1: 0.0693
+- 1-recall: 1.0
+- 1-precision: 0.0359
+- Balanced Acc: 0.5
+
+## 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: 1e-06
+- train_batch_size: 16
+- eval_batch_size: 16
+- seed: 42
+- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_ratio: 0.06
+- num_epochs: 15
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Accuracy | 1-f1   | 1-recall | 1-precision | Balanced Acc |
+|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:--------:|:-----------:|:------------:|
+| 0.7144        | 1.0   | 13   | 0.7651          | 0.0359   | 0.0693 | 1.0      | 0.0359      | 0.5          |
+| 0.7109        | 2.0   | 26   | 0.7570          | 0.0359   | 0.0693 | 1.0      | 0.0359      | 0.5          |
+| 0.7222        | 3.0   | 39   | 0.7542          | 0.0359   | 0.0693 | 1.0      | 0.0359      | 0.5          |
+| 0.6849        | 4.0   | 52   | 0.7506          | 0.0359   | 0.0693 | 1.0      | 0.0359      | 0.5          |
+| 0.7012        | 5.0   | 65   | 0.7478          | 0.0359   | 0.0693 | 1.0      | 0.0359      | 0.5          |
+| 0.7035        | 6.0   | 78   | 0.7465          | 0.0359   | 0.0693 | 1.0      | 0.0359      | 0.5          |
+| 0.6665        | 7.0   | 91   | 0.7447          | 0.0359   | 0.0693 | 1.0      | 0.0359      | 0.5          |
+| 0.7684        | 8.0   | 104  | 0.7451          | 0.0359   | 0.0693 | 1.0      | 0.0359      | 0.5          |
+| 0.7179        | 9.0   | 117  | 0.7447          | 0.0359   | 0.0693 | 1.0      | 0.0359      | 0.5          |
+| 0.6673        | 10.0  | 130  | 0.7428          | 0.0359   | 0.0693 | 1.0      | 0.0359      | 0.5          |
+| 0.7015        | 11.0  | 143  | 0.7410          | 0.0359   | 0.0693 | 1.0      | 0.0359      | 0.5          |
+| 0.6969        | 12.0  | 156  | 0.7392          | 0.0359   | 0.0693 | 1.0      | 0.0359      | 0.5          |
+| 0.7305        | 13.0  | 169  | 0.7378          | 0.0359   | 0.0693 | 1.0      | 0.0359      | 0.5          |
+| 0.699         | 14.0  | 182  | 0.7374          | 0.0359   | 0.0693 | 1.0      | 0.0359      | 0.5          |
+| 0.7246        | 15.0  | 195  | 0.7374          | 0.0359   | 0.0693 | 1.0      | 0.0359      | 0.5          |
+
+
+### Framework versions
+
+- Transformers 4.46.3
+- Pytorch 2.4.1+cu121
+- Datasets 3.1.0
+- Tokenizers 0.20.3

config.json

@@ -0,0 +1,29 @@
+{
+  "_name_or_path": "AnonymousCS/populism_xlmr_base",
+  "architectures": [
+    "XLMRobertaForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.2,
+  "bos_token_id": 0,
+  "classifier_dropout": 0.2,
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.3,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "xlm-roberta",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "output_past": true,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.46.3",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 250002
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9b6832966874b58d2ba74b83c56efa0d7da2e348eef41204d2e309c82ba9712c
+size 1112205008

special_tokens_map.json

@@ -0,0 +1,51 @@
+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "cls_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:883b037111086fd4dfebbbc9b7cee11e1517b5e0c0514879478661440f137085
+size 17082987

tokenizer_config.json

@@ -0,0 +1,55 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "250001": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "extra_special_tokens": {},
+  "mask_token": "<mask>",
+  "model_max_length": 512,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "tokenizer_class": "XLMRobertaTokenizer",
+  "unk_token": "<unk>"
+}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dc5f6443f11dde4d447abb83d7d0512166cbb6bad6a4eb46dff05bd996ea01c3
+size 5432