Polish wordings to emphasize free HF inference API

app_text_classification.py

@@ -22,6 +22,7 @@ from wordings import (
     CONFIRM_MAPPING_DETAILS_MD,
     INTRODUCTION_MD,
     USE_INFERENCE_API_TIP,
+    USE_INFERENCE_API_NOTICE,
     CHECK_LOG_SECTION_RAW,
     HF_TOKEN_INVALID_STYLED,
 )
@@ -113,6 +114,7 @@ def get_demo():
             interactive=True,
         )
         inference_token_info = gr.HTML(value=HF_TOKEN_INVALID_STYLED, visible=False)
+        gr.HTML(USE_INFERENCE_API_NOTICE)
 
         inference_token.change(
             fn=show_hf_token_info,

wordings.py

@@ -60,13 +60,24 @@ NOT_TEXT_CLASSIFICATION_MODEL_RAW = """
                       """
 
 USE_INFERENCE_API_TIP = """
-                To speed up the evaluation, we recommend using the
+                We use the <b>free</b>
                 <a href="https://huggingface.co/docs/api-inference/detailed_parameters#text-classification-task">
                     Hugging Face Inference API
                 </a>
-                . Please input your <a href="https://huggingface.co/docs/hub/security-tokens#user-access-tokens">Hugging Face token</a> to do so. You can find it <a href="https://huggingface.co/settings/tokens">here</a>.
+                to evaluate the models with a <a href="https://huggingface.co/docs/hub/security-tokens#user-access-tokens">Hugging Face acces token</a>.
+                <br/>
+                Please <a href="https://huggingface.co/settings/tokens">get your token</a> and input here. This would help us to avoid the API calling rate limit and make the evaluation faster.
+                <br/>
             """
 
+USE_INFERENCE_API_NOTICE = """
+                <b>Notice:</b>
+                <ul>
+                    <li><b>Your token will only be used for your own evaluation, and will not be saved.</b></li>
+                    <li><b>You will not be charged for the free Hugging Face Inference API.</b></li>
+                </ul>
+"""
+
 HF_TOKEN_INVALID_STYLED = """
                 <p style="text-align: left;color: red; ">
                 Your Hugging Face token is invalid. Please double check your token.