Update README.md

README.md

@@ -31,7 +31,7 @@ configs:
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-# <img src="./figs/LOGO_v3.png" alt="MMR-V: *What's Left Unsaid?* A Benchmark for Multimodal Deep Reasoning in Videos" width="5%">  MMR-V: *What's Left Unsaid?* A Benchmark for Multimodal Deep Reasoning in Videos
+# <img src="./figs/LOGO_v3.png" alt="MMR-V: *What's Left Unsaid?* A Benchmark for Multimodal Deep Reasoning in Videos" width="5%">MMR-V: *What's Left Unsaid?* A Benchmark for Multimodal Deep Reasoning in Videos
 
 
 <p align="center">
@@ -58,7 +58,7 @@ MMR-V consists of **317** videos and **1,257** tasks. Models like o3 and o4-mini
 ## 🎬 MMR-V Task Examples
 
 <p align="center">
-    <img src="./figs/data_example_intro_v4_5_16.png" width="100%" height="100%">
+    <img src="./figs/data_example_intro_v4_5_16.png" width="80%" height="80%">
 </p>
 
 ## 📚 Evaluation
@@ -90,7 +90,7 @@ tar -xvf videos.tar
 ### Performance across Different Tasks
 
 <p align="center">
-    <img src="./figs/task_analysis_final.png" width="50%" height="50%">
+    <img src="./figs/task_analysis_final.png" width="30%" height="30%">
 </p>
 
 
@@ -99,6 +99,6 @@ tar -xvf videos.tar
 
 The figure below presents example responses with Multimodal Chain-of-Thought (MCoT) from two reasoning models to a sample task from MMR-V. (Gemini's response omits part of the option analysis.) In the visualization, *yellow tokens represent reasoning and analysis based on textual information (e.g., the question and answer options), while green tokens indicate the model’s analysis of visual content from the video (including the question frame and evidence frames)*. It can be observed that **o4-mini** engages in deeper reasoning and analysis of the **video content**, ultimately arriving at the correct answer. In contrast, Gemini exhibits a more text-dominated reasoning strategy. This example highlights how MMR-V places greater emphasis on a model’s ability to incorporate visual information into the reasoning process and to mine multimodal cues effectively. 
 <p align="center">
-    <img src="./figs/o4-compare_00.png" width="80%" height="80%">
+    <img src="./figs/o4-compare_00.png" width="50%" height="50%">
 </p>
 The full video corresponding to this example can be found here: https://www.youtube.com/watch?v=g1NuAfkQ-Hw.