Update.

evaluation.py

@@ -20,7 +20,7 @@ QUESTION_POOL = {
         "Violation of Non-physical Penetration: Objects unnaturally pass through each other.",
         "Violation of Gravity: Objects behave inconsistently with gravity, such as floating in the air.",
     ],
-    "common_sense": [
+    "commonsense": [
         "Poor Aesthetics: Visually unappealing or low-quality content.",
         "Temporal Inconsistency: Noticeable flickering, choppy motion, or abrupt appearance/disappearance of irrelevant objects.",
     ],
@@ -66,6 +66,8 @@ if __name__ == "__main__":
             ## Load video
             video_name = v_i["first_frame"].split("/")[-1].split(".")[0]
             video = os.path.join(args.video_dir, video_name + ".mp4")
+            if not os.path.exists(video):
+                continue
             video = llava.Video(video)
             ## Traverse criterions
             for k in ["instruction", "physical_laws", "commonsense"]:
@@ -76,9 +78,9 @@ if __name__ == "__main__":
                     accs_i = []
                     for q in qs:
                         if k == "physical_laws":
-                            text_prompt = prompt_template.format(physical_laws=k.lower())
+                            text_prompt = prompt_template.format(physical_laws=q.lower())
                         else:
-                            text_prompt = prompt_template.format(commonsense=k.lower())
+                            text_prompt = prompt_template.format(commonsense=q.lower())
                         if not args.cot:
                             text_prompt = text_prompt.replace(
                                 "Let's think step-by-step and conclude with", "Answer with"