change wordings

wordings.py

@@ -2,23 +2,23 @@ INTRODUCTION_MD = """
                 <h1 style="text-align: center;">
                 🐢Giskard Evaluator
                 </h1>
-                Welcome to Giskard Evaluator Space! Get your report immediately by simply input your model id and dataset id below. Follow our leads and improve your model.
+                Welcome to the Giskard Evaluator Space! Get a model vulnerability report immediately by simply sharing your model and dataset id below.
                 """
 CONFIRM_MAPPING_DETAILS_MD = """
                             <h1 style="text-align: center;">
                             Confirm Pre-processing Details
                             </h1>
-                            Please confirm the pre-processing details below. Align the column names of your model in the <b>dropdown</b> menu to your dataset's. If you are not sure, please double check your model and dataset.
+                            Make sure the output variable's labels and the input variable's name are accurately mapped across both the dataset and the model.
                             """
 CONFIRM_MAPPING_DETAILS_FAIL_MD = """
                             <h1 style="text-align: center;">
                             Confirm Pre-processing Details
                             </h1>
-                            Sorry, we cannot align the input/output of your dataset with the model. <b>Pleaser double check your model and dataset.</b>
+                            We're unable to automatically map the input variable's name and output variable's labels of your dataset with the model's. <b>Please manually check the mapping below.</b>
                             """
 
 CONFIRM_MAPPING_DETAILS_FAIL_RAW = """
-                            Sorry, we cannot auto-align the input/output of your dataset with the model.
+                            We're unable to automatically map the input variable's name and output variable's labels of your dataset with the model's. <b>Please manually check the mapping below.</b>
                             """
 
 CHECK_CONFIG_OR_SPLIT_RAW = """
@@ -33,12 +33,12 @@ PREDICTION_SAMPLE_MD = """
                         <h1 style="text-align: center;">
                         Model Prediction Sample
                         </h1>
-                        Here is a sample prediction from your model based on your dataset.
+                        Here's a sample of your model's prediction on an example from the dataset.
                         """
 
 MAPPING_STYLED_ERROR_WARNING = """
                         <h3 style="text-align: center;color: orange; background-color: #fff0f3; border-radius: 8px; padding: 10px; ">
-                        ⚠️ We cannot auto-align the labels/features of your dataset and model. Please double check the info below before your submission.
+                        ⚠️ We're unable to automatically map the input variable's name and output variable's labels of your dataset with the model's. <b>Please manually check the mapping below.</b>
                         </h3>
                         """
 
@@ -53,22 +53,18 @@ NOT_TEXT_CLASSIFICATION_MODEL_RAW = """
                       """
 
 USE_INFERENCE_API_TIP = """
-                We recommend to use
+                To speed up the evaluation, we recommend using the
                 <a href="https://huggingface.co/docs/api-inference/detailed_parameters#text-classification-task">
                     Hugging Face Inference API
                 </a>
-                for the evaluation,
-                which requires your <a href="https://huggingface.co/settings/tokens">HF token</a>.
+                . Please input your <a href="https://huggingface.co/settings/tokens">Hugging Face token</a> to do so.
                 <br/>
-                Otherwise, an
+                Alternatively, a
                 <a href="https://huggingface.co/docs/transformers/main_classes/pipelines#transformers.TextClassificationPipeline">
-                    HF pipeline 
+                    Hugging Face pipeline 
                 </a>
-                will be created and run in this Space. It takes more time to get the result.
+                will be run in this Space. This will take significantly more time to get results than via the Hugging Face Inference API.
                 <br/>
-                <b>
-                Do not worry, your HF token is only used in this Space for your evaluation.
-                </b>
             """
 
 HF_TOKEN_INVALID_STYLED= """