Training in progress, epoch 1

README.md

@@ -1,7 +1,6 @@
 ---
 library_name: transformers
-license: apache-2.0
-base_model: google-bert/bert-base-uncased
+base_model: monsoon-nlp/bert-base-thai
 tags:
 - generated_from_trainer
 metrics:
@@ -10,21 +9,21 @@ metrics:
 - precision
 - recall
 model-index:
-- name: bert-base-uncased-intent-booking
+- name: bert-base-thai-intent-booking
   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. -->
 
-# bert-base-uncased-intent-booking
+# bert-base-thai-intent-booking
 
-This model is a fine-tuned version of [google-bert/bert-base-uncased](https://huggingface.co/google-bert/bert-base-uncased) on an unknown dataset.
+This model is a fine-tuned version of [monsoon-nlp/bert-base-thai](https://huggingface.co/monsoon-nlp/bert-base-thai) on an unknown dataset.
 It achieves the following results on the evaluation set:
-- Loss: 2.1507
+- Loss: 2.1511
 - Accuracy: 0.1937
-- F1: 0.1640
-- Precision: 0.2456
+- F1: 0.1641
+- Precision: 0.2236
 - Recall: 0.1937
 
 ## Model description
@@ -51,22 +50,32 @@ The following hyperparameters were used during training:
 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
 - lr_scheduler_type: linear
 - lr_scheduler_warmup_steps: 64
-- num_epochs: 10
+- num_epochs: 20
 
 ### Training results
 
 | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1     | Precision | Recall |
 |:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|
-| 2.3281        | 1.0   | 65   | 2.2466          | 0.1532   | 0.0892 | 0.0818    | 0.1532 |
-| 2.2842        | 2.0   | 130  | 2.2080          | 0.1757   | 0.1264 | 0.1989    | 0.1757 |
-| 2.241         | 3.0   | 195  | 2.1896          | 0.1847   | 0.1334 | 0.1353    | 0.1847 |
-| 2.2074        | 4.0   | 260  | 2.1692          | 0.1577   | 0.1349 | 0.3182    | 0.1577 |
-| 2.1731        | 5.0   | 325  | 2.1473          | 0.1847   | 0.1354 | 0.1976    | 0.1847 |
-| 2.1499        | 6.0   | 390  | 2.1371          | 0.1847   | 0.1455 | 0.2236    | 0.1847 |
-| 2.111         | 7.0   | 455  | 2.1510          | 0.1757   | 0.1511 | 0.2523    | 0.1757 |
-| 2.0868        | 8.0   | 520  | 2.1421          | 0.1892   | 0.1549 | 0.3178    | 0.1892 |
-| 2.0654        | 9.0   | 585  | 2.1348          | 0.2027   | 0.1896 | 0.4106    | 0.2027 |
-| 2.0593        | 10.0  | 650  | 2.1305          | 0.1982   | 0.1814 | 0.3549    | 0.1982 |
+| 2.368         | 1.0   | 65   | 2.3624          | 0.0901   | 0.0149 | 0.0081    | 0.0901 |
+| 2.3586        | 2.0   | 130  | 2.2374          | 0.1577   | 0.0963 | 0.1107    | 0.1577 |
+| 2.2987        | 3.0   | 195  | 2.2589          | 0.1216   | 0.0626 | 0.0890    | 0.1216 |
+| 2.279         | 4.0   | 260  | 2.1771          | 0.1757   | 0.1329 | 0.2163    | 0.1757 |
+| 2.2326        | 5.0   | 325  | 2.2099          | 0.2027   | 0.1548 | 0.1497    | 0.2027 |
+| 2.2273        | 6.0   | 390  | 2.1809          | 0.1712   | 0.1245 | 0.1127    | 0.1712 |
+| 2.2303        | 7.0   | 455  | 2.2168          | 0.1486   | 0.1030 | 0.1190    | 0.1486 |
+| 2.196         | 8.0   | 520  | 2.1862          | 0.1937   | 0.1478 | 0.1615    | 0.1937 |
+| 2.1848        | 9.0   | 585  | 2.1320          | 0.2162   | 0.1773 | 0.2192    | 0.2162 |
+| 2.183         | 10.0  | 650  | 2.1771          | 0.1712   | 0.1240 | 0.1703    | 0.1712 |
+| 2.1669        | 11.0  | 715  | 2.1672          | 0.2117   | 0.1849 | 0.2453    | 0.2117 |
+| 2.1586        | 12.0  | 780  | 2.1237          | 0.2162   | 0.1939 | 0.3552    | 0.2162 |
+| 2.1465        | 13.0  | 845  | 2.1269          | 0.2117   | 0.1834 | 0.2440    | 0.2117 |
+| 2.1454        | 14.0  | 910  | 2.1160          | 0.2162   | 0.1939 | 0.3552    | 0.2162 |
+| 2.1404        | 15.0  | 975  | 2.1089          | 0.2162   | 0.1936 | 0.3561    | 0.2162 |
+| 2.1293        | 16.0  | 1040 | 2.1272          | 0.2162   | 0.1947 | 0.3584    | 0.2162 |
+| 2.1193        | 17.0  | 1105 | 2.1043          | 0.2117   | 0.1836 | 0.2431    | 0.2117 |
+| 2.1094        | 18.0  | 1170 | 2.1053          | 0.2117   | 0.1895 | 0.2977    | 0.2117 |
+| 2.1063        | 19.0  | 1235 | 2.1055          | 0.2117   | 0.1901 | 0.2989    | 0.2117 |
+| 2.0888        | 20.0  | 1300 | 2.1067          | 0.2117   | 0.1895 | 0.2977    | 0.2117 |
 
 
 ### Framework versions

config.json

@@ -10,30 +10,30 @@
   "hidden_dropout_prob": 0.1,
   "hidden_size": 768,
   "id2label": {
-    "0": "LABEL_0",
-    "1": "LABEL_1",
-    "2": "LABEL_2",
-    "3": "LABEL_3",
-    "4": "LABEL_4",
-    "5": "LABEL_5",
-    "6": "LABEL_6",
-    "7": "LABEL_7",
-    "8": "LABEL_8",
-    "9": "LABEL_9"
+    "0": "Inquire Facilities",
+    "1": "Ask for Information",
+    "2": "Modify Reservation",
+    "3": "Request Special Service",
+    "4": "Cancel Reservation",
+    "5": "Check Availability",
+    "6": "Make Reservation",
+    "7": "Suggest Attractions",
+    "8": "Greeting",
+    "9": "Verify Reservation"
   },
   "initializer_range": 0.02,
   "intermediate_size": 3072,
   "label2id": {
-    "LABEL_0": 0,
-    "LABEL_1": 1,
-    "LABEL_2": 2,
-    "LABEL_3": 3,
-    "LABEL_4": 4,
-    "LABEL_5": 5,
-    "LABEL_6": 6,
-    "LABEL_7": 7,
-    "LABEL_8": 8,
-    "LABEL_9": 9
+    "Ask for Information": 1,
+    "Cancel Reservation": 4,
+    "Check Availability": 5,
+    "Greeting": 8,
+    "Inquire Facilities": 0,
+    "Make Reservation": 6,
+    "Modify Reservation": 2,
+    "Request Special Service": 3,
+    "Suggest Attractions": 7,
+    "Verify Reservation": 9
   },
   "layer_norm_eps": 1e-12,
   "max_position_embeddings": 512,

model.safetensors

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training_args.bin

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