From 3619df4780229aa248a5091786f1ce2709d78e97 Mon Sep 17 00:00:00 2001
From: Gao Enhao <gaoeh@lamda.nju.edu.cn>
Date: Fri, 19 Jan 2024 22:11:32 +0800
Subject: [PATCH] [FIX] fix typo in mnist experiment

---
 docs/Examples/HWF.rst              |  2 +-
 docs/Examples/MNISTAdd.rst         | 12 ++++++------
 examples/hwf/hwf.ipynb             |  2 +-
 examples/mnist_add/mnist_add.ipynb |  2 +-
 4 files changed, 9 insertions(+), 9 deletions(-)

diff --git a/docs/Examples/HWF.rst b/docs/Examples/HWF.rst
index ae3b00b..cb0cb3e 100644
--- a/docs/Examples/HWF.rst
+++ b/docs/Examples/HWF.rst
@@ -192,7 +192,7 @@ sklearn-style interface.
         num_epochs=3,
     )
 
-``BasicNN`` offers methods like ``predict`` and ``predict_prob``, which
+``BasicNN`` offers methods like ``predict`` and ``predict_proba``, which
 are used to predict the class index and the probabilities of each class
 for images. As shown below:
 
diff --git a/docs/Examples/MNISTAdd.rst b/docs/Examples/MNISTAdd.rst
index fd24a8d..5562dce 100644
--- a/docs/Examples/MNISTAdd.rst
+++ b/docs/Examples/MNISTAdd.rst
@@ -163,7 +163,7 @@ model with a sklearn-style interface.
         num_epochs=1,
     )
 
-``BasicNN`` offers methods like ``predict`` and ``predict_prob``, which
+``BasicNN`` offers methods like ``predict`` and ``predict_proba``, which
 are used to predict the class index and the probabilities of each class
 for images. As shown below:
 
@@ -385,7 +385,7 @@ We present the results of ABL as follows, which include the reasoning accuracy (
 
     <style type="text/css">
     .tg  {border-collapse:collapse;border-spacing:0;margin-bottom:20px;}
-    .tg td, .tg th {border:1px solid #ddd;padding:10px 15px;text-align:center;}
+    .tg td, .tg th {border:1px solid #ddd;padding:8px 22px;text-align:center;}
     .tg th {background-color:#f5f5f5;color:#333333;}
     .tg tr:nth-child(even) {background-color:#f9f9f9;}
     .tg tr:nth-child(odd) {background-color:#ffffff;}
@@ -394,9 +394,9 @@ We present the results of ABL as follows, which include the reasoning accuracy (
     <table class="tg" style="margin-left: auto; margin-right: auto;">
     <thead>
     <tr>
-        <th>Method</th>
-        <th>Accuracy</th>
-        <th>Time to achieve the Acc. (s)</th>
+        <th>方法</th>
+        <th>推理准确率(%)</th>
+        <th>训练时间(秒)</th>
     </tr>
     </thead>
     <tbody>
@@ -416,7 +416,7 @@ We present the results of ABL as follows, which include the reasoning accuracy (
         <td>257</td>
     </tr>
     <tr>
-        <td>ABL</td>
+        <td>ABLkit</td>
         <td><span style="font-weight:bold">98.1</span></td>
     <td><span style="font-weight:bold">47</span></td>
     </tr>
diff --git a/examples/hwf/hwf.ipynb b/examples/hwf/hwf.ipynb
index ab39b10..f67cc9d 100644
--- a/examples/hwf/hwf.ipynb
+++ b/examples/hwf/hwf.ipynb
@@ -184,7 +184,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "`BasicNN` offers methods like `predict` and `predict_prob`, which are used to predict the class index and the probabilities of each class for images. As shown below:"
+    "`BasicNN` offers methods like `predict` and `predict_proba`, which are used to predict the class index and the probabilities of each class for images. As shown below:"
    ]
   },
   {
diff --git a/examples/mnist_add/mnist_add.ipynb b/examples/mnist_add/mnist_add.ipynb
index 21a2f0d..639cc2d 100644
--- a/examples/mnist_add/mnist_add.ipynb
+++ b/examples/mnist_add/mnist_add.ipynb
@@ -208,7 +208,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "`BasicNN` offers methods like `predict` and `predict_prob`, which are used to predict the class index and the probabilities of each class for images. As shown below:"
+    "`BasicNN` offers methods like `predict` and `predict_proba`, which are used to predict the class index and the probabilities of each class for images. As shown below:"
    ]
   },
   {