QData · qiyanjun · Aug 14, 2026 · Aug 14, 2026
diff --git a/docs/api/transformations.rst b/docs/api/transformations.rst
@@ -11,13 +11,3 @@ Composite Transformation
 .. autoclass:: textattack.transformations.CompositeTransformation
     :members:
 
-
-
-.. toctree::
-   :maxdepth: 6
-
-   textattack.transformations.sentence_transformations
-   textattack.transformations.word_insertions
-   textattack.transformations.word_merges
-   textattack.transformations.word_swaps
-
diff --git a/textattack/attack_args.py b/textattack/attack_args.py
@@ -154,9 +154,10 @@ class AttackArgs:
             The number of successful adversarial examples we want. This is different from :obj:`num_examples`
             as :obj:`num_examples` only cares about attacking `N` samples while :obj:`num_successful_examples` aims to keep attacking
             until we have `N` successful cases.
+
             .. note::
                 If set, this argument overrides `num_examples` argument.
-        num_examples_offset (:obj: `int`, `optional`, defaults to :obj:`0`):
+        num_examples_offset (:obj:`int`, `optional`, defaults to :obj:`0`):
             The offset index to start at in the dataset.
         attack_n (:obj:`bool`, `optional`, defaults to :obj:`False`):
             Whether to run attack until total of `N` examples have been attacked (and not skipped).
@@ -167,6 +168,7 @@ class AttackArgs:
         query_budget (:obj:`int`, `optional`, defaults to :obj:`None`):
             The maximum number of model queries allowed per example attacked.
             If not set, we use the query budget set in the :class:`~textattack.goal_functions.GoalFunction` object (which by default is :obj:`float("inf")`).
+
             .. note::
                 Setting this overwrites the query budget set in :class:`~textattack.goal_functions.GoalFunction` object.
         checkpoint_interval (:obj:`int`, `optional`, defaults to :obj:`None`):

diff --git a/textattack/constraints/grammaticality/language_models/learning_to_write/learning_to_write.py b/textattack/constraints/grammaticality/language_models/learning_to_write/learning_to_write.py
@@ -24,7 +24,7 @@ class LearningToWriteLanguageModel(LanguageModelConstraint):
 
     https://github.com/windweller/l2w
 
-     Reused by Jia et al., 2019, as a substitution for the Google
+    Reused by Jia et al., 2019, as a substitution for the Google
     1-billion words language model (in a revised version the attack of
     Alzantot et al., 2018).
 

diff --git a/textattack/goal_function_results/custom/__init__.py b/textattack/goal_function_results/custom/__init__.py
@@ -1,6 +1,6 @@
 """
 Custom Goal Function Result package:
-=============================
+====================================
 
 Custom goal function results
 

diff --git a/textattack/goal_function_results/custom/named_entity_recognition_goal_function_result.py b/textattack/goal_function_results/custom/named_entity_recognition_goal_function_result.py
@@ -1,9 +1,9 @@
 """
 
-NamedEntityRecognitionoalFunctionResult Class
-====================================
+NamedEntityRecognitionGoalFunctionResult Class
+===============================================
 
-logit sum goal function Result
+named entity recognition goal function Result
 
 """
 

diff --git a/textattack/goal_function_results/custom/targeted_bonus_goal_function_result.py b/textattack/goal_function_results/custom/targeted_bonus_goal_function_result.py
@@ -1,7 +1,7 @@
 """
 
 TargetedBonusGoalFunctionResult Class
-====================================
+=====================================
 
 targeted bonus goal function Result
 

diff --git a/textattack/goal_function_results/custom/targeted_strict_goal_function_result.py b/textattack/goal_function_results/custom/targeted_strict_goal_function_result.py
@@ -1,7 +1,7 @@
 """
 
 TargetedStrictGoalFunctionResult Class
-====================================
+======================================
 
 targeted strict goal function Result
 

diff --git a/textattack/loggers/json_summary_logger.py b/textattack/loggers/json_summary_logger.py
@@ -1,6 +1,6 @@
 """
 Attack Summary Results Logs to Json
-========================
+===================================
 """
 
 import json

diff --git a/textattack/transformations/sentence_transformations/back_transcription.py b/textattack/transformations/sentence_transformations/back_transcription.py
@@ -34,7 +34,7 @@ class BackTranscription(SentenceTransformation):
 
         >>> augmenter.augment(s)
 
-    You can find more about the back transcription method in the following paper:
+    You can find more about the back transcription method in the following paper::
 
         @inproceedings{kubis-etal-2023-back,
             title = "Back Transcription as a Method for Evaluating Robustness of Natural Language Understanding Models to Speech Recognition Errors",