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 +1,139 @@
+---
+license: mit
+base_model: FacebookAI/xlm-roberta-base
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+- f1
+model-index:
+- name: XMLRoberta_Lexical_Dataset59KBoDuoi
+  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. -->
+
+# XMLRoberta_Lexical_Dataset59KBoDuoi
+
+This model is a fine-tuned version of [FacebookAI/xlm-roberta-base](https://huggingface.co/FacebookAI/xlm-roberta-base) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.6232
+- Accuracy: 0.8988
+- F1: 0.8992
+
+## 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: 64
+- eval_batch_size: 64
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 20
+
+### Training results
+
+| Training Loss | Epoch   | Step  | Validation Loss | Accuracy | F1     |
+|:-------------:|:-------:|:-----:|:---------------:|:--------:|:------:|
+| No log        | 0.2558  | 200   | 0.4593          | 0.7916   | 0.7880 |
+| No log        | 0.5115  | 400   | 0.3779          | 0.8222   | 0.8249 |
+| No log        | 0.7673  | 600   | 0.3462          | 0.8514   | 0.8497 |
+| 0.4345        | 1.0230  | 800   | 0.3543          | 0.8554   | 0.8513 |
+| 0.4345        | 1.2788  | 1000  | 0.3504          | 0.8573   | 0.8537 |
+| 0.4345        | 1.5345  | 1200  | 0.3033          | 0.8767   | 0.8772 |
+| 0.4345        | 1.7903  | 1400  | 0.2834          | 0.8778   | 0.8788 |
+| 0.3071        | 2.0460  | 1600  | 0.3207          | 0.8671   | 0.8695 |
+| 0.3071        | 2.3018  | 1800  | 0.2959          | 0.8822   | 0.8814 |
+| 0.3071        | 2.5575  | 2000  | 0.2821          | 0.8778   | 0.8781 |
+| 0.3071        | 2.8133  | 2200  | 0.3024          | 0.8872   | 0.8883 |
+| 0.2523        | 3.0691  | 2400  | 0.2972          | 0.8888   | 0.8894 |
+| 0.2523        | 3.3248  | 2600  | 0.2746          | 0.8883   | 0.8891 |
+| 0.2523        | 3.5806  | 2800  | 0.2828          | 0.8909   | 0.8911 |
+| 0.2523        | 3.8363  | 3000  | 0.2822          | 0.8941   | 0.8941 |
+| 0.2177        | 4.0921  | 3200  | 0.2995          | 0.8898   | 0.8910 |
+| 0.2177        | 4.3478  | 3400  | 0.2953          | 0.8887   | 0.8898 |
+| 0.2177        | 4.6036  | 3600  | 0.2944          | 0.8925   | 0.8931 |
+| 0.2177        | 4.8593  | 3800  | 0.3006          | 0.8957   | 0.8958 |
+| 0.189         | 5.1151  | 4000  | 0.2816          | 0.8950   | 0.8955 |
+| 0.189         | 5.3708  | 4200  | 0.2865          | 0.8956   | 0.8960 |
+| 0.189         | 5.6266  | 4400  | 0.2794          | 0.8961   | 0.8966 |
+| 0.189         | 5.8824  | 4600  | 0.2836          | 0.8980   | 0.8986 |
+| 0.1637        | 6.1381  | 4800  | 0.3399          | 0.8949   | 0.8951 |
+| 0.1637        | 6.3939  | 5000  | 0.3248          | 0.8952   | 0.8957 |
+| 0.1637        | 6.6496  | 5200  | 0.3341          | 0.8976   | 0.8979 |
+| 0.1637        | 6.9054  | 5400  | 0.2993          | 0.8962   | 0.8970 |
+| 0.1388        | 7.1611  | 5600  | 0.3662          | 0.8967   | 0.8978 |
+| 0.1388        | 7.4169  | 5800  | 0.3761          | 0.8962   | 0.8968 |
+| 0.1388        | 7.6726  | 6000  | 0.3305          | 0.8953   | 0.8961 |
+| 0.1388        | 7.9284  | 6200  | 0.3328          | 0.8966   | 0.8970 |
+| 0.1193        | 8.1841  | 6400  | 0.3753          | 0.8980   | 0.8985 |
+| 0.1193        | 8.4399  | 6600  | 0.3646          | 0.8974   | 0.8976 |
+| 0.1193        | 8.6957  | 6800  | 0.3800          | 0.8963   | 0.8966 |
+| 0.1193        | 8.9514  | 7000  | 0.3472          | 0.8980   | 0.8987 |
+| 0.1059        | 9.2072  | 7200  | 0.3991          | 0.9002   | 0.9004 |
+| 0.1059        | 9.4629  | 7400  | 0.4026          | 0.8967   | 0.8978 |
+| 0.1059        | 9.7187  | 7600  | 0.3915          | 0.8983   | 0.8983 |
+| 0.1059        | 9.9744  | 7800  | 0.3932          | 0.8997   | 0.8999 |
+| 0.0923        | 10.2302 | 8000  | 0.4887          | 0.8939   | 0.8947 |
+| 0.0923        | 10.4859 | 8200  | 0.4074          | 0.8977   | 0.8981 |
+| 0.0923        | 10.7417 | 8400  | 0.3931          | 0.8998   | 0.9003 |
+| 0.0806        | 10.9974 | 8600  | 0.4131          | 0.8955   | 0.8964 |
+| 0.0806        | 11.2532 | 8800  | 0.4499          | 0.8963   | 0.8970 |
+| 0.0806        | 11.5090 | 9000  | 0.4436          | 0.8999   | 0.9002 |
+| 0.0806        | 11.7647 | 9200  | 0.4842          | 0.8965   | 0.8968 |
+| 0.0697        | 12.0205 | 9400  | 0.4851          | 0.8961   | 0.8963 |
+| 0.0697        | 12.2762 | 9600  | 0.5138          | 0.8999   | 0.9002 |
+| 0.0697        | 12.5320 | 9800  | 0.5020          | 0.8963   | 0.8964 |
+| 0.0697        | 12.7877 | 10000 | 0.5108          | 0.8929   | 0.8940 |
+| 0.064         | 13.0435 | 10200 | 0.4893          | 0.8966   | 0.8968 |
+| 0.064         | 13.2992 | 10400 | 0.5052          | 0.8973   | 0.8980 |
+| 0.064         | 13.5550 | 10600 | 0.4917          | 0.8970   | 0.8971 |
+| 0.064         | 13.8107 | 10800 | 0.5087          | 0.8965   | 0.8968 |
+| 0.0571        | 14.0665 | 11000 | 0.5195          | 0.8970   | 0.8977 |
+| 0.0571        | 14.3223 | 11200 | 0.5279          | 0.8932   | 0.8943 |
+| 0.0571        | 14.5780 | 11400 | 0.5015          | 0.8974   | 0.8978 |
+| 0.0571        | 14.8338 | 11600 | 0.5301          | 0.8961   | 0.8965 |
+| 0.0538        | 15.0895 | 11800 | 0.5297          | 0.8951   | 0.8952 |
+| 0.0538        | 15.3453 | 12000 | 0.5573          | 0.8976   | 0.8980 |
+| 0.0538        | 15.6010 | 12200 | 0.5579          | 0.8955   | 0.8962 |
+| 0.0538        | 15.8568 | 12400 | 0.5814          | 0.8969   | 0.8968 |
+| 0.0481        | 16.1125 | 12600 | 0.5861          | 0.8972   | 0.8974 |
+| 0.0481        | 16.3683 | 12800 | 0.5871          | 0.8968   | 0.8972 |
+| 0.0481        | 16.6240 | 13000 | 0.5913          | 0.8978   | 0.8986 |
+| 0.0481        | 16.8798 | 13200 | 0.6100          | 0.8957   | 0.8967 |
+| 0.043         | 17.1355 | 13400 | 0.5895          | 0.8976   | 0.8982 |
+| 0.043         | 17.3913 | 13600 | 0.5653          | 0.8978   | 0.8982 |
+| 0.043         | 17.6471 | 13800 | 0.5914          | 0.8996   | 0.8999 |
+| 0.043         | 17.9028 | 14000 | 0.5850          | 0.9005   | 0.9007 |
+| 0.042         | 18.1586 | 14200 | 0.5927          | 0.8983   | 0.8988 |
+| 0.042         | 18.4143 | 14400 | 0.6164          | 0.8997   | 0.8999 |
+| 0.042         | 18.6701 | 14600 | 0.6324          | 0.8986   | 0.8992 |
+| 0.042         | 18.9258 | 14800 | 0.6097          | 0.8996   | 0.9001 |
+| 0.0383        | 19.1816 | 15000 | 0.6029          | 0.8985   | 0.8989 |
+| 0.0383        | 19.4373 | 15200 | 0.6067          | 0.8988   | 0.8992 |
+| 0.0383        | 19.6931 | 15400 | 0.6177          | 0.8987   | 0.8991 |
+| 0.0383        | 19.9488 | 15600 | 0.6232          | 0.8988   | 0.8992 |
+
+
+### Framework versions
+
+- Transformers 4.41.2
+- Pytorch 2.1.2
+- Datasets 2.19.2
+- Tokenizers 0.19.1

config.json

@@ -0,0 +1,37 @@
+{
+  "_name_or_path": "FacebookAI/xlm-roberta-base",
+  "architectures": [
+    "XMLRobertaLexical"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "B\u00ecnh th\u01b0\u1eddng",
+    "1": "T\u00ednh nhi\u1ec7m th\u1ea5p"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "B\u00ecnh th\u01b0\u1eddng": 0,
+    "T\u00ednh nhi\u1ec7m th\u1ea5p": 1
+  },
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "xlm-roberta",
+  "num_attention_heads": 12,
+  "num_classes": 2,
+  "num_hidden_layers": 12,
+  "output_past": true,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.41.2",
+  "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 sha256:9280f52b9e2bed03479702e8063a3fe27d0c64a4e13d55f688b08f4571caec5d
+size 1110650648

sentencepiece.bpe.model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cfc8146abe2a0488e9e2a0c56de7952f7c11ab059eca145a0a727afce0db2865
+size 5069051

special_tokens_map.json

@@ -0,0 +1,15 @@
+{
+  "bos_token": "<s>",
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "unk_token": "<unk>"
+}

tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1742a608da1249ee2a11741fd2fdb9bc0c4ec18330f7ec4e863ba7cc6e4185ac
+size 17082986

tokenizer_config.json

@@ -0,0 +1,54 @@
+{
+  "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": true,
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "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 sha256:2249061b8f21f896c993ab172d8af872935dbba6761093b2a754de6d1b479e45
+size 5112