kingabzpro's picture
Upload LlamaForCausalLM
e1244ab verified
|
raw
history blame
1.42 kB
metadata
datasets:
  - suchintikasarkar/sentiment-analysis-for-mental-health
language:
  - en
library_name: transformers
license: apache-2.0
metrics:
  - accuracy
  - f1
pipeline_tag: question-answering
tags:
  - mental_health
  - llama-3.1

Llama-3.1-8B-Instruct-Mental-Health-Classification

This model is a fine-tuned version of meta-llama/Meta-Llama-3.1-8B-Instruct on an suchintikasarkar/sentiment-analysis-for-mental-health dataset.

Results

100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 300/300 [03:24<00:00,  1.47it/s]

Accuracy: 0.913
Accuracy for label Normal: 0.972
Accuracy for label Depression: 0.913
Accuracy for label Anxiety: 0.667
Accuracy for label Bipolar: 0.800

Classification Report:

              precision    recall  f1-score   support

      Normal       0.92      0.97      0.95       143
  Depression       0.93      0.91      0.92       115
     Anxiety       0.75      0.67      0.71        27
     Bipolar       1.00      0.80      0.89        15

    accuracy                           0.91       300
   macro avg       0.90      0.84      0.87       300
weighted avg       0.91      0.91      0.91       300

Confusion Matrix:

[[139   3   1   0]
 [  5 105   5   0]
 [  6   3  18   0]
 [  1   2   0  12]]