diff --git a/leaderboards/README.md b/leaderboards/README.md
index a460c26..08af6cd 100644
--- a/leaderboards/README.md
+++ b/leaderboards/README.md
@@ -7,7 +7,7 @@ _Join the competition for low-level vision now!_
 </div>
     
 <div>
-_version_: v1.0.1.1015wip; _Timeliness_: Updated on 15th Oct.   
+_version_: v1.0.1.1015wip; _Timeliness_: Updated on 30th Oct.   
 </div>
     
 </div>
@@ -38,19 +38,21 @@ About the partition of `dev` and `test` subsets, please see [our dataset release
 
 |**Model Name** | yes-or-no | what | how | distortion | others | in-context distortion | in-context others | overall |
 | - | - | - | - | - | - | -| - | -| 
-| idefics | 0.5618 | 0.4469 | 0.4402 | 0.4280 | 0.5417 | 0.4474 | 0.5633 | 0.4870 |
-| instructblip_t5 | 0.6764 | 0.5996 | 0.5598 | 0.5623 | 0.6551 | 0.5822 | 0.6939 | 0.6147 |
-| instructblip_vicuna | 0.7164 | 0.5265 | 0.4381 | 0.4864 | 0.6250 | 0.5559 | 0.6490 | 0.5672 |
-| kosmos_2 | 0.5491 | 0.2965 | 0.3266 | 0.3755 | 0.4398 | 0.3849 | 0.3959 | 0.3993 |
-| llama_adapter_v2 | 0.6618 | 0.5929 | 0.5213 | 0.5739 | 0.5625 | 0.6316 | 0.6490 | 0.5946 |
-| llava_v1.5 | 0.6909 | 0.6327 | 0.5639 | 0.5525 | 0.6852 | 0.6086 | 0.7306 | **0.6314** (rank 1) |
-| llava_v1 | 0.5400 | 0.5310 | 0.5538 | 0.4864 | 0.5463 | 0.5559 | 0.6327 | 0.5418 |
-| minigpt4_13b | 0.5582 | 0.5022 | 0.4037 | 0.4202 | 0.4838 | 0.5197 | 0.6122 | 0.4903 |
-| mplug_owl | 0.6600 | 0.5487 | 0.4402 | 0.5136 | 0.5509 | 0.5428 | 0.6571 | 0.5538 |
-| otter_v1 | 0.5709 | 0.4071 | 0.3955 | 0.4222 | 0.4931 | 0.4408 | 0.5265 | 0.4635 |
-| qwen_vl | 0.6309 | 0.5819 | 0.5639 | 0.5058 | 0.6273 | 0.5789 | 0.7388 | 0.5940 |
-| shikra | 0.6564 | 0.4735 | 0.4909 | 0.4883 | 0.5949 | 0.5000 | 0.6408 | 0.5465 |
-| visualglm | 0.6018 | 0.5420 | 0.4625 | 0.5175 | 0.5440 | 0.5362 | 0.5714 | 0.5378 |
+| random guess              | 0.5000  | 0.2786  | 0.3331  | 0.3789  | 0.3848  | 0.3828  | 0.3582  | 0.3780  |
+| LLaVA-v1.5 (Vicuna-v1.5-7B) | 0.6636  | 0.5819  | 0.5051  | 0.4942  | 0.6574  | 0.5461  | 0.7061  | 0.5866  |
+| LLaVA-v1.5 (Vicuna-v1.5-13B) | 0.6527  | 0.6438  | 0.5659  | 0.5603  | 0.6713  | 0.6118  | 0.6735  | 0.6214  |
+| InternLM-XComposer (InternLM) | 0.6945  | 0.6527  | 0.6085  | 0.6167  | 0.7014  | 0.5691  | 0.7510  | 0.6535  |
+| IDEFICS-Instruct (LLaMA-7B) | 0.5618  | 0.4469  | 0.4402  | 0.4280  | 0.5417  | 0.4474  | 0.5633  | 0.4870  |
+| Qwen-VL (QwenLM)           | 0.6309  | 0.5819  | 0.5639  | 0.5058  | 0.6273  | 0.5789  | 0.7388  | 0.5940  |
+| Shikra (Vicuna-7B)         | 0.6564  | 0.4735  | 0.4909  | 0.4883  | 0.5949  | 0.5000  | 0.6408  | 0.5465  |
+| Otter-v1 (MPT-7B)          | 0.5709  | 0.4071  | 0.3955  | 0.4222  | 0.4931  | 0.4408  | 0.5265  | 0.4635  |
+| InstructBLIP (Flan-T5-XL)  | 0.6764  | 0.5996  | 0.5598  | 0.5623  | 0.6551  | 0.5822  | 0.6939  | 0.6147  |
+| InstructBLIP (Vicuna-7B)   | 0.7164  | 0.5265  | 0.4381  | 0.4864  | 0.6250  | 0.5559  | 0.6490  | 0.5672  |
+| VisualGLM-6B (GLM-6B)      | 0.6018  | 0.5420  | 0.4625  | 0.5175  | 0.5440  | 0.5362  | 0.5714  | 0.5378  |
+| mPLUG-Owl (LLaMA-7B)       | 0.6600  | 0.5487  | 0.4402  | 0.5136  | 0.5509  | 0.5428  | 0.6571  | 0.5538  |
+| LLaMA-Adapter-V2           | 0.6618  | 0.5929  | 0.5213  | 0.5739  | 0.5625  | 0.6316  | 0.6490  | 0.5946  |
+| LLaVA-v1 (Vicuna-13B)      | 0.5400  | 0.5310  | 0.5538  | 0.4864  | 0.5463  | 0.5559  | 0.6327  | 0.5418  |
+| MiniGPT-4 (Vicuna-13B)     | 0.5582  | 0.5022  | 0.4037  | 0.4202  | 0.4838  | 0.5197  | 0.6122  | 0.4903  |