Update pages/2_😈_BlackBox_and_WhiteBox_Attacks.py

pages/2_😈_BlackBox_and_WhiteBox_Attacks.py

@@ -19,14 +19,14 @@ all_keys = [i.strip() for i in all_keys]
 
 set_seed(0)
 # sidebar instructions
-st.sidebar.markdown('On this page, we offer a tool for generating replacement words using secret languages.')
+st.sidebar.markdown('On this page, we offer a tool for generating replacement words using obstinate adversarial substituitions.')
 st.sidebar.markdown('#### Require ')
 st.sidebar.markdown('`Input text`: a sentence or paragraph.')
-st.sidebar.markdown('`Number of replacements`: the number of secret language samples.')
+st.sidebar.markdown('`Number of replacements`: the number of obstinate adversarial examples.')
 st.sidebar.markdown('`Steps for searching Secret Langauge`: the steps in the SecretFinding process.')
 st.sidebar.markdown('#### Two methods')
-st.sidebar.markdown('1. Searching secret languages based on models: this method calculates secret languages using [gpt2](https://huggingface.co/gpt2), [gpt-medium](https://huggingface.co/gpt2-medium), [EleutherAI/gpt-neo-1.3B](https://huggingface.co/EleutherAI/gpt-neo-1.3B)') #, [EleutherAI/gpt-neo-2.7B](https://huggingface.co/EleutherAI/gpt-neo-2.7B), [EleutherAI/gpt-neox-20b](https://huggingface.co/EleutherAI/gpt-neox-20b), or [EleutherAI/gpt-j-6B](https://huggingface.co/EleutherAI/gpt-j-6B).')
-st.sidebar.markdown('2. Use the secret language we found on ALBERT, DistillBERT, and Roberta: this method replaces words directly with the secret language dictionary derived from ALBERT, DistillBERT, and Roberta.')
+st.sidebar.markdown('1. Searching obstinate adversarial examples based on models: this method calculates obstinate adversarial examples using [gpt2](https://huggingface.co/gpt2), [gpt-medium](https://huggingface.co/gpt2-medium), [EleutherAI/gpt-neo-1.3B](https://huggingface.co/EleutherAI/gpt-neo-1.3B)') #, [EleutherAI/gpt-neo-2.7B](https://huggingface.co/EleutherAI/gpt-neo-2.7B), [EleutherAI/gpt-neox-20b](https://huggingface.co/EleutherAI/gpt-neox-20b), or [EleutherAI/gpt-j-6B](https://huggingface.co/EleutherAI/gpt-j-6B).')
+st.sidebar.markdown('2. Use the obstinate adversarial substituitions we found on ALBERT, DistillBERT, and Roberta: this method replaces words directly with the obstinate adversarial substituitions dictionary derived from ALBERT, DistillBERT, and Roberta.')
 
 st.sidebar.markdown('#### Return')
 st.sidebar.markdown(
@@ -256,12 +256,12 @@ def clf_keys():
 # main page
 option = st.selectbox(
     'Which method you would like to use?',
-    ('Searching secret languages based on models', 'Use the secret language we found on ALBERT, DistillBERT, and Roberta.')
+    ('Searching obstinate adversarial examples based on models', 'Use the obstinate adversarial substitutions we found on ALBERT, DistillBERT, and Roberta.')
 )
 
 title = st.text_area('Input text.', 'Which name is also used to describe the Amazon rainforest in English?', on_change=clf_keys)
 
-if option == 'Searching secret languages based on models':
+if option == 'Searching obstinate adversarial examples based on models':
     model_choice = st.selectbox(
         'Which model you would like to use?',
         # ('gpt2', "EleutherAI/gpt-neo-1.3B", "EleutherAI/gpt-neo-2.7B", "EleutherAI/gpt-neox-20b", "EleutherAI/gpt-j-6B")
@@ -274,7 +274,7 @@ else:
     restarts = st.number_input('Number of replacements.', value=10, min_value=1, step=1, format='%d')
 
 if button('Tokenize', key='tokenizer'):
-    if option == 'Searching secret languages based on models':
+    if option == 'Searching obstinate adversarial examples based on models':
         tokenizer = AutoTokenizer.from_pretrained(model_choice)
     else:
         tokenizer = AutoTokenizer.from_pretrained('gpt2')
@@ -292,7 +292,7 @@ if button('Tokenize', key='tokenizer'):
                 _index = i * 6 + j
                 if _index < _len:
                     disable = False
-                    if option == 'Use the secret language we found on ALBERT, DistillBERT, and Roberta.':
+                    if option == 'Use the obstinate adversarial substituitions we found on ALBERT, DistillBERT, and Roberta.':
                         if subwords[_index].strip() not in all_keys:
                             disable = True
                     # if f'tokenizer_{_index}' in st.session_state:
@@ -312,7 +312,7 @@ if button('Tokenize', key='tokenizer'):
                     if _index < len(input_ids):
                         chose_indices.append(_index)
         if len(chose_indices):
-            if option == 'Searching secret languages based on models':
+            if option == 'Searching obstinate adversarial examples based on models':
                 model = AutoModelForCausalLM.from_pretrained(model_choice)
                 generator = pipeline('text-generation', model='gpt2')
                 if not platform.system().lower() == 'darwin':
@@ -328,7 +328,7 @@ if button('Tokenize', key='tokenizer'):
                     st.markdown(f'The response of [Codex](https://openai.com/blog/openai-codex/) with the prompt :blue[{title}]')
                     st.markdown('<blockquote>' + output_openai + '</blockquote>', unsafe_allow_html=True)
 
-            if option == 'Searching secret languages based on models':
+            if option == 'Searching obstinate adversarial examples based on models':
                 _bar_text = st.empty()
                 bar = st.progress(0)
                 outputs = run(model, tokenizer, model.transformer.wte,