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  1. benchmark_pkl/README.md +1 -0
  2. benchmark_pkl/check_pkl.ipynb +260 -0
  3. benchmark_pkl/convert_json.ipynb +0 -0
  4. benchmark_pkl/flintstones_ordering_images_test.pkl +3 -0
  5. benchmark_pkl/flintstones_ordering_texts_test.pkl +3 -0
  6. benchmark_pkl/flintstones_ordering_texts_test_reversed.pkl +3 -0
  7. benchmark_pkl/flintstones_paired_event_discrimination_test.pkl +3 -0
  8. benchmark_pkl/flintstones_paired_event_discrimination_test_reversed.pkl +3 -0
  9. benchmark_pkl/flintstones_paired_grounding_one_image_test.pkl +3 -0
  10. benchmark_pkl/flintstones_paired_grounding_one_text_test.pkl +3 -0
  11. benchmark_pkl/flintstones_single_grounding_all_test.pkl +3 -0
  12. benchmark_pkl/flintstones_single_grounding_paired_test.pkl +3 -0
  13. benchmark_pkl/flintstones_single_grounding_triple_test.pkl +3 -0
  14. benchmark_pkl/flintstones_triple_event_discrimination_test.pkl +3 -0
  15. benchmark_pkl/flintstones_triple_event_discrimination_test_reversed.pkl +3 -0
  16. benchmark_pkl/flintstones_triple_grounding_one_image_test.pkl +3 -0
  17. benchmark_pkl/flintstones_triple_grounding_one_text_test.pkl +3 -0
  18. benchmark_pkl/pororo_ordering_images_test.pkl +3 -0
  19. benchmark_pkl/pororo_ordering_texts_test.pkl +3 -0
  20. benchmark_pkl/pororo_ordering_texts_test_reversed.pkl +3 -0
  21. benchmark_pkl/pororo_paired_event_discrimination_test.pkl +3 -0
  22. benchmark_pkl/pororo_paired_event_discrimination_test_reversed.pkl +3 -0
  23. benchmark_pkl/pororo_paired_grounding_one_image_test.pkl +3 -0
  24. benchmark_pkl/pororo_paired_grounding_one_text_test.pkl +3 -0
  25. benchmark_pkl/pororo_single_grounding_all_test.pkl +3 -0
  26. benchmark_pkl/pororo_single_grounding_paired_test.pkl +3 -0
  27. benchmark_pkl/pororo_single_grounding_triple_test.pkl +3 -0
  28. benchmark_pkl/pororo_triple_event_discrimination_test.pkl +3 -0
  29. benchmark_pkl/pororo_triple_event_discrimination_test_reversed.pkl +3 -0
  30. benchmark_pkl/pororo_triple_grounding_one_image_test.pkl +3 -0
  31. benchmark_pkl/pororo_triple_grounding_one_text_test.pkl +3 -0
  32. benchmark_pkl/vist_ordering_images_test.pkl +3 -0
  33. benchmark_pkl/vist_ordering_texts_test.pkl +3 -0
  34. benchmark_pkl/vist_ordering_texts_test_reversed.pkl +3 -0
  35. benchmark_pkl/vist_paired_event_discrimination_test.pkl +3 -0
  36. benchmark_pkl/vist_paired_event_discrimination_test_reversed.pkl +3 -0
  37. benchmark_pkl/vist_paired_grounding_one_image_test.pkl +3 -0
  38. benchmark_pkl/vist_paired_grounding_one_text_test.pkl +3 -0
  39. benchmark_pkl/vist_single_grounding_all_test.pkl +3 -0
  40. benchmark_pkl/vist_single_grounding_paired_test.pkl +3 -0
  41. benchmark_pkl/vist_single_grounding_triple_test.pkl +3 -0
  42. benchmark_pkl/vist_triple_event_discrimination_test.pkl +3 -0
  43. benchmark_pkl/vist_triple_event_discrimination_test_reversed.pkl +3 -0
  44. benchmark_pkl/vist_triple_grounding_one_image_test.pkl +3 -0
  45. benchmark_pkl/vist_triple_grounding_one_text_test.pkl +3 -0
  46. benchmark_pkl/vwp_ordering_images_test.pkl +3 -0
  47. benchmark_pkl/vwp_ordering_texts_test.pkl +3 -0
  48. benchmark_pkl/vwp_ordering_texts_test_reversed.pkl +3 -0
  49. benchmark_pkl/vwp_paired_event_discrimination_test.pkl +3 -0
  50. benchmark_pkl/vwp_paired_event_discrimination_test_reversed.pkl +3 -0
benchmark_pkl/README.md ADDED
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+ Annotation files (multiple-choice questions and answers) here
benchmark_pkl/check_pkl.ipynb ADDED
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+ {
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+ "cells": [
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+ {
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+ "cell_type": "code",
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+ "execution_count": null,
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+ "id": "98174dd2",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "import pandas as pd\n",
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+ "\n",
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+ "df = pd.read_pickle('/home/ysong/temporal-mllms/data/temporal_data/benchmark_pkl/flintstones_single_grounding_all_story_test.pkl')"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 8,
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+ "id": "bfbcdc41",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/html": [
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+ "<div>\n",
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+ "<style scoped>\n",
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+ " .dataframe tbody tr th:only-of-type {\n",
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+ " vertical-align: middle;\n",
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+ " }\n",
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+ "\n",
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+ " .dataframe tbody tr th {\n",
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+ " vertical-align: top;\n",
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+ " }\n",
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+ "\n",
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+ " .dataframe thead th {\n",
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+ " text-align: right;\n",
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+ " }\n",
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+ "</style>\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
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+ " <thead>\n",
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+ " <tr style=\"text-align: right;\">\n",
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+ " <th></th>\n",
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+ " <th>data_source</th>\n",
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+ " <th>img_seq_id</th>\n",
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+ " <th>question_id</th>\n",
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+ " <th>task_name</th>\n",
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+ " <th>input_image_type</th>\n",
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+ " <th>img_path_list</th>\n",
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+ " <th>combined_img_path</th>\n",
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+ " <th>event_to_test</th>\n",
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+ " <th>text_to_test</th>\n",
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+ " <th>task_instruction</th>\n",
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+ " <th>gt_option</th>\n",
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+ " <th>character_info</th>\n",
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+ " <th>img_to_test</th>\n",
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+ " </tr>\n",
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+ " </thead>\n",
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+ " <tbody>\n",
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+ " <tr>\n",
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+ " <th>0</th>\n",
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+ " <td>flintstones</td>\n",
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+ " <td>train_13320</td>\n",
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+ " <td>train_13320_q0</td>\n",
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+ " <td>single_grounding_all</td>\n",
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+ " <td>combined</td>\n",
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+ " <td>[data/flintstones/video_frames_sampled_jpg/s_0...</td>\n",
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+ " <td>data/flintstones/combined/s_01_e_01_shot_01335...</td>\n",
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+ " <td>Barney stuck his hand through the window and s...</td>\n",
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+ " <td>barney and fred are in the living room. fred i...</td>\n",
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+ " <td>Based on the event described, select the image...</td>\n",
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+ " <td>image 1</td>\n",
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+ " <td>Fred is chubby, has black hair, a large nose a...</td>\n",
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+ " <td>data/flintstones/video_frames_sampled_jpg/s_01...</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>1</th>\n",
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+ " <td>flintstones</td>\n",
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+ " <td>train_13320</td>\n",
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+ " <td>train_13320_q1</td>\n",
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+ " <td>single_grounding_all</td>\n",
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+ " <td>combined</td>\n",
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+ " <td>[data/flintstones/video_frames_sampled_jpg/s_0...</td>\n",
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+ " <td>data/flintstones/combined/s_01_e_01_shot_01335...</td>\n",
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+ " <td>Fred talked in the living room while wearing a...</td>\n",
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+ " <td>fred is wearing a head and arm bandage in the ...</td>\n",
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+ " <td>Based on the event described, select the image...</td>\n",
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+ " <td>image 2</td>\n",
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+ " <td>Fred is chubby, has black hair, a large nose a...</td>\n",
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+ " <td>data/flintstones/video_frames_sampled_jpg/s_01...</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>2</th>\n",
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+ " <td>flintstones</td>\n",
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+ " <td>train_13320</td>\n",
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+ " <td>train_13320_q2</td>\n",
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+ " <td>single_grounding_all</td>\n",
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+ " <td>combined</td>\n",
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+ " <td>[data/flintstones/video_frames_sampled_jpg/s_0...</td>\n",
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+ " <td>data/flintstones/combined/s_01_e_01_shot_01335...</td>\n",
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+ " <td>Fred and Wilma talked to each other in the room.</td>\n",
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+ " <td>fred and wilma are in the room. they are talki...</td>\n",
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+ " <td>Based on the event described, select the image...</td>\n",
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+ " <td>image 3</td>\n",
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+ " <td>Fred is chubby, has black hair, a large nose a...</td>\n",
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+ " <td>data/flintstones/video_frames_sampled_jpg/s_01...</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>3</th>\n",
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+ " <td>flintstones</td>\n",
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+ " <td>train_13320</td>\n",
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+ " <td>train_13320_q3</td>\n",
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+ " <td>single_grounding_all</td>\n",
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+ " <td>combined</td>\n",
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+ " <td>[data/flintstones/video_frames_sampled_jpg/s_0...</td>\n",
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+ " <td>data/flintstones/combined/s_01_e_01_shot_01335...</td>\n",
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+ " <td>Barney hit a machine with a hammer in the yard.</td>\n",
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+ " <td>barney is hitting a machine with a hammer in t...</td>\n",
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+ " <td>Based on the event described, select the image...</td>\n",
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+ " <td>image 4</td>\n",
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+ " <td>Fred is chubby, has black hair, a large nose a...</td>\n",
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+ " <td>data/flintstones/video_frames_sampled_jpg/s_01...</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>4</th>\n",
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+ " <td>flintstones</td>\n",
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+ " <td>train_13320</td>\n",
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+ " <td>train_13320_q4</td>\n",
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+ " <td>single_grounding_all</td>\n",
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+ " <td>combined</td>\n",
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+ " <td>[data/flintstones/video_frames_sampled_jpg/s_0...</td>\n",
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+ " <td>data/flintstones/combined/s_01_e_01_shot_01335...</td>\n",
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+ " <td>Fred pushed Barney's nose with a finger.</td>\n",
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+ " <td>fred and barney are outside. fred is talking a...</td>\n",
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+ " <td>Based on the event described, select the image...</td>\n",
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+ " <td>image 5</td>\n",
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+ " <td>Fred is chubby, has black hair, a large nose a...</td>\n",
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+ " <td>data/flintstones/video_frames_sampled_jpg/s_01...</td>\n",
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+ " </tr>\n",
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+ " </tbody>\n",
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+ "</table>\n",
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+ "</div>"
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+ ],
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+ "text/plain": [
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+ " data_source img_seq_id question_id task_name \\\n",
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+ "0 flintstones train_13320 train_13320_q0 single_grounding_all \n",
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+ "1 flintstones train_13320 train_13320_q1 single_grounding_all \n",
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+ "2 flintstones train_13320 train_13320_q2 single_grounding_all \n",
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+ "3 flintstones train_13320 train_13320_q3 single_grounding_all \n",
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+ "4 flintstones train_13320 train_13320_q4 single_grounding_all \n",
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+ "\n",
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+ " input_image_type img_path_list \\\n",
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+ "0 combined [data/flintstones/video_frames_sampled_jpg/s_0... \n",
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+ "1 combined [data/flintstones/video_frames_sampled_jpg/s_0... \n",
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+ "2 combined [data/flintstones/video_frames_sampled_jpg/s_0... \n",
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+ "3 combined [data/flintstones/video_frames_sampled_jpg/s_0... \n",
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+ "4 combined [data/flintstones/video_frames_sampled_jpg/s_0... \n",
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+ "\n",
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+ " combined_img_path \\\n",
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+ "0 data/flintstones/combined/s_01_e_01_shot_01335... \n",
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+ "1 data/flintstones/combined/s_01_e_01_shot_01335... \n",
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+ "2 data/flintstones/combined/s_01_e_01_shot_01335... \n",
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+ "3 data/flintstones/combined/s_01_e_01_shot_01335... \n",
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+ "4 data/flintstones/combined/s_01_e_01_shot_01335... \n",
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+ "\n",
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+ " event_to_test \\\n",
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+ "0 Barney stuck his hand through the window and s... \n",
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+ "1 Fred talked in the living room while wearing a... \n",
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+ "2 Fred and Wilma talked to each other in the room. \n",
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+ "3 Barney hit a machine with a hammer in the yard. \n",
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+ "4 Fred pushed Barney's nose with a finger. \n",
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+ "\n",
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+ " text_to_test \\\n",
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+ "0 barney and fred are in the living room. fred i... \n",
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+ "1 fred is wearing a head and arm bandage in the ... \n",
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+ "2 fred and wilma are in the room. they are talki... \n",
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+ "3 barney is hitting a machine with a hammer in t... \n",
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+ "4 fred and barney are outside. fred is talking a... \n",
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+ "\n",
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+ " task_instruction gt_option \\\n",
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+ "0 Based on the event described, select the image... image 1 \n",
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+ "1 Based on the event described, select the image... image 2 \n",
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+ "2 Based on the event described, select the image... image 3 \n",
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+ "3 Based on the event described, select the image... image 4 \n",
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+ "4 Based on the event described, select the image... image 5 \n",
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+ "\n",
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+ " character_info \\\n",
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+ "0 Fred is chubby, has black hair, a large nose a... \n",
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+ "1 Fred is chubby, has black hair, a large nose a... \n",
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+ "2 Fred is chubby, has black hair, a large nose a... \n",
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+ "3 Fred is chubby, has black hair, a large nose a... \n",
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+ "4 Fred is chubby, has black hair, a large nose a... \n",
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+ "\n",
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+ " img_to_test \n",
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+ "0 data/flintstones/video_frames_sampled_jpg/s_01... \n",
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+ "1 data/flintstones/video_frames_sampled_jpg/s_01... \n",
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+ "2 data/flintstones/video_frames_sampled_jpg/s_01... \n",
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+ "3 data/flintstones/video_frames_sampled_jpg/s_01... \n",
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+ "4 data/flintstones/video_frames_sampled_jpg/s_01... "
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+ ]
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+ },
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+ "execution_count": 8,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
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+ "df.head()"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 6,
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+ "id": "fd672164",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/plain": [
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+ "'Based on the event described, select the image that best matches it from the following options. When making the choice, focus on the evidence presented in the sequence of images from left to right. Submit the right number of the image in the sequence as your answer only without additional reasoning or repetition of the instructions.'"
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+ ]
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+ },
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+ "execution_count": 6,
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
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+ ],
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+ "source": [
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+ "list(df['task_instruction'])[0]\n"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": null,
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+ "id": "0d78aa06",
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+ "metadata": {
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+ "kernelspec": {
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+ "display_name": "temp",
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+ "language": "python",
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+ "name": "python3"
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+ },
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+ "language_info": {
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+ "codemirror_mode": {
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+ "name": "ipython",
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+ "version": 3
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+ "file_extension": ".py",
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+ "mimetype": "text/x-python",
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+ "name": "python",
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+ "nbconvert_exporter": "python",
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+ "pygments_lexer": "ipython3",
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+ "version": "3.12.3"
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+ }
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+ },
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+ "nbformat": 4,
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+ "nbformat_minor": 5
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+ }
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