Training in progress, epoch 1

README.md

@@ -1,31 +1,31 @@
 ---
-base_model: Geotrend/bert-base-th-cased
 library_name: transformers
 license: apache-2.0
+base_model: google-bert/bert-base-multilingual-cased
+tags:
+- generated_from_trainer
 metrics:
 - accuracy
 - f1
 - precision
 - recall
-tags:
-- generated_from_trainer
 model-index:
-- name: bert-base-th-cased-intent-booking
+- name: bert-base-multilingual-cased-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-th-cased-intent-booking
+# bert-base-multilingual-cased-intent-booking
 
-This model is a fine-tuned version of [Geotrend/bert-base-th-cased](https://huggingface.co/Geotrend/bert-base-th-cased) on an unknown dataset.
+This model is a fine-tuned version of [google-bert/bert-base-multilingual-cased](https://huggingface.co/google-bert/bert-base-multilingual-cased) on an unknown dataset.
 It achieves the following results on the evaluation set:
-- Loss: 0.2346
-- Accuracy: 0.9369
-- F1: 0.9340
-- Precision: 0.9471
-- Recall: 0.9369
+- Loss: 0.3045
+- Accuracy: 0.9189
+- F1: 0.9155
+- Precision: 0.9322
+- Recall: 0.9189
 
 ## Model description
 
@@ -57,9 +57,9 @@ The following hyperparameters were used during training:
 
 | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1     | Precision | Recall |
 |:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|
-| 1.9427        | 1.0   | 65   | 0.7129          | 0.8964   | 0.8947 | 0.9055    | 0.8964 |
-| 0.48          | 2.0   | 130  | 0.2325          | 0.9369   | 0.9365 | 0.9390    | 0.9369 |
-| 0.1783        | 3.0   | 195  | 0.2001          | 0.9505   | 0.9511 | 0.9578    | 0.9505 |
+| 2.246         | 1.0   | 65   | 1.7430          | 0.4730   | 0.3680 | 0.3529    | 0.4730 |
+| 0.972         | 2.0   | 130  | 0.3620          | 0.9369   | 0.9371 | 0.9417    | 0.9369 |
+| 0.3069        | 3.0   | 195  | 0.2379          | 0.9414   | 0.9412 | 0.9490    | 0.9414 |
 
 
 ### Framework versions

config.json

@@ -11,30 +11,30 @@
   "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

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f0711b8163c2f4c6e22b11acd76e4691408854e4c564f2ea478cb451803f483b
+oid sha256:1128a4928582624b4321680d5cb1f2e7780e9f1f87aea24e407a47231daac849
 size 370350032