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README.md

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+---
+pretty_name: M³Eval
+language:
+- en
+size_categories:
+- 1K<n<10K
+task_categories:
+- visual-question-answering
+- multiple-choice
+tags:
+- video
+- multimodal
+- benchmark
+- memory
+- long-video
+configs:
+- config_name: default
+  data_files:
+  - split: full
+    path: viewer/full_questions.csv
+---
+<h1 align="center">M³Eval: Multi-Modal Memory Evaluation through Cognitively-Grounded Video Tasks</h1>
+
+<p align="center">
+  <a href="https://arxiv.org/search/?query=M3Eval%3A+Multi-Modal+Memory+Evaluation+through+Cognitively-Grounded+Video+Tasks&searchtype=all&source=header"><img src="https://img.shields.io/badge/Paper-arXiv-b31b1b" alt="Paper"></a>
+  <a href="https://m3eval.github.io/"><img src="https://img.shields.io/badge/Project-Page-blue" alt="Project Page"></a>
+  <a href="https://huggingface.co/datasets/PKU-VaLuE-Lab/m3eval"><img src="https://img.shields.io/badge/Hugging%20Face-Dataset-yellow" alt="Hugging Face Dataset"></a>
+  <a href="https://github.com/PKU-VaLuE-Lab/m3eval"><img src="https://img.shields.io/badge/GitHub-Code-black" alt="GitHub Code"></a>
+</p>
+
+<p align="center">
+  <a href="https://jie-1203.github.io/">Jie Huang</a><sup>1,*</sup>&emsp;
+  <a href="https://liuruixun.github.io/">Ruixun Liu</a><sup>1,*</sup>&emsp;
+  <a href="https://github.com/PKU-VaLuE-Lab/m3eval">Sirui Sun</a><sup>1</sup>&emsp;
+  <a href="https://yyxxyy574.github.io/xinyiyang.github.io/">Xinyi Yang</a><sup>1</sup>&emsp;
+  <a href="https://yinli-vision.github.io/">Yin Li</a><sup>2</sup>&emsp;
+  <a href="https://yzhu.io/">Yixin Zhu</a><sup>1</sup>&emsp;
+  <a href="https://yiwuzhong.notion.site/homepage">Yiwu Zhong</a><sup>1,†</sup>
+</p>
+
+<p align="center">
+  <sup>1</sup>Peking University&emsp;
+  <sup>2</sup>University of Wisconsin-Madison
+</p>
+
+<p align="center">
+  * Equal contribution.&emsp;† Corresponding author.
+</p>
+
+## News
+
+- **2026-05-21**: We released the M³Eval benchmark, code, and project page.
+
+## M³Eval Overview
+
+<p align="center">
+  <img src="figures/readme/overview.png" alt="M³Eval overview" width="95%">
+</p>
+
+### Abstract
+
+As multi-modal models advance towards long-form video understanding, memory emerges as a critical capability. Despite substantial effort in developing video datasets and benchmarks, existing work primarily focuses on perception and reasoning, without systematically evaluating memory: what models retain, how faithfully information is preserved, and how robust memory remains under interference.
+
+To address this gap, we introduce M³Eval, the first comprehensive evaluation framework and benchmark for probing different memory dimensions in multi-modal models. Grounded in cognitive psychology, our design features carefully constructed tasks isolating key aspects of memory. Leveraging M³Eval, we conduct extensive experiments across representative multi-modal models, revealing consistent weaknesses and distinctive behaviors.
+
+We find that models struggle to maintain disentangled representations when processing parallel video streams, exhibit interference patterns differing substantially from those observed in human memory, ground memory sources more reliably in the spatial domain than the temporal domain, and demonstrate limited symbolic memory. Collectively, our benchmark provides a valuable resource for future research, whereas our findings highlight memory as a fundamental yet underexplored capability and offer insights for designing more effective memory mechanisms in multi-modal models.
+
+## Main Results
+
+### Divided Attention
+
+![Divided Attention main result](figures/readme/divided-attention-result.png)
+
+Accuracy (%) on three divided attention metrics under the split-screen setting without swaps and with frequent left/right swaps.
+
+### Memory Interference
+
+![Memory Interference main result](figures/readme/memory-interference-result.png)
+
+Proactive: first video (V1) interferes with recall of the second video (V2); retroactive: second video (V2) interferes with recall of the first video (V1). Delta denotes proactive minus retroactive.
+
+### Interleaved Events
+
+![Interleaved Events main result](figures/readme/interleaved-events-result.png)
+
+Accuracy (%) on four interleaved reconstruction metrics.
+
+### N-Back
+
+![N-Back main result](figures/readme/n-back-result.png)
+
+Average accuracy under two symbolic attributes, scene and action, averaged over all K and N configurations.
+
+## Usage
+
+### Install
+
+```bash
+git clone https://github.com/PKU-VaLuE-Lab/m3eval.git
+cd m3eval/lmms-eval
+uv pip install -e ".[all]"
+cd ..
+```
+
+### Download the Dataset
+
+The benchmark is composed from existing public benchmarks. Users must follow the original licenses and usage terms of each source dataset.
+
+Download the dataset and unpack it into `data/m3eval/`:
+
+```bash
+huggingface-cli download PKU-VaLuE-Lab/m3eval \
+  --repo-type dataset \
+  --local-dir data/m3eval
+
+bash data/m3eval/unpack_archives.sh
+```
+
+After unpacking, `data/m3eval/` should contain:
+
+```text
+data/m3eval/
+├── qa_root/
+├── questions/
+├── nback/
+├── viewer/
+└── videos/
+    ├── interleaved/
+    ├── memory_interference/
+    ├── split_screen/
+    └── nback/
+```
+
+### Evaluation
+
+The main public entry point is:
+
+```bash
+bash lmms-eval/scripts/run_m3eval_vllm.sh \
+  --model_path /path/to/your/model \
+  --task m3eval \
+  --gpus 0 \
+  --batch_size 1
+```
+
+For multi-GPU data-parallel evaluation, use:
+
+```bash
+bash lmms-eval/scripts/run_m3eval_sharded_vllm.sh \
+  --model_path /path/to/your/model \
+  --task m3eval \
+  --gpus 0,1,2,3 \
+  --num_processes 4 \
+  --batch_size 1
+```
+
+For a quick smoke run:
+
+```bash
+bash lmms-eval/scripts/run_m3eval_vllm.sh \
+  --model_path /path/to/your/model \
+  --task m3eval_memory_interference \
+  --gpus 0 \
+  --limit 1 \
+  --max_frame_num 8
+```
+
+Useful task names:
+
+- `m3eval`
+- `m3eval_memory_interference`
+- `m3eval_split_screen`
+- `m3eval_interleaved`
+- `m3eval_nback`
+
+The script writes outputs to `lmms-eval/output/m3eval/` by default. See [lmms-eval/README_M3EVAL.md](lmms-eval/README_M3EVAL.md) for the dataset layout and task names.
+
+To convert lmms-eval outputs into paper-facing tables:
+
+```bash
+python lmms-eval/scripts/aggregate_m3eval_results.py \
+  lmms-eval/output/m3eval/path/to/*_results.json
+```
+
+## Dataset Examples
+
+### Divided Attention
+
+![Divided Attention dataset example](figures/readme/divided-attention-example.png)
+
+Simultaneous memory for two side-by-side videos.
+
+<details>
+<summary>Click to expand more examples</summary>
+
+### Memory Interference
+
+![Memory Interference dataset example](figures/readme/memory-interference-example.png)
+
+Interference between sequentially presented videos.
+
+### Interleaved Events
+
+![Interleaved Events dataset example](figures/readme/interleaved-events-example.png)
+
+Memory reconstruction from temporally interleaved clips.
+
+### N-Back
+
+![N-Back dataset example](figures/readme/n-back-example.png)
+
+Judge whether the final clip matches the clip $N$ positions earlier.
+
+</details>
+
+## Citation
+
+If you use M³Eval in your work, please cite:
+
+```bibtex
+@article{huang2026m3eval,
+  title   = {M3Eval: Multi-Modal Memory Evaluation through Cognitively-Grounded Video Tasks},
+  author  = {Huang, Jie and Liu, Ruixun and Sun, Sirui and Yang, Xinyi and Li, Yin and Zhu, Yixin and Zhong, Yiwu},
+  journal = {arXiv preprint arXiv:XXXX.XXXXX},
+  year    = {2026}
+}
+```

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manifests/build_summary.single_video_nback.json

@@ -0,0 +1,15 @@
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+}

manifests/nback_action_selection.json

@@ -0,0 +1,1413 @@
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+        "Stir chickpeas in sauce",
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+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_108/video_1/seg08.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_179/video_1/seg03.mp4",
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+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_108/video_2/seg08.mp4"
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+        "Grill skewers",
+        "Massage cabbage with hands",
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+        "Taste food with spoon",
+        "Taste food with spoon"
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+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_112/video_2/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_1/seg00.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_2/seg07.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_1/seg04.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_1/seg08.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_112/video_2/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_1/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_2/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_112/video_1/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_112/video_1/seg08.mp4"
+      ]
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+        "Chop vegetables on board"
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+        "Chop vegetables on board",
+        "Grill skewers",
+        "Chop vegetables on board",
+        "Massage cabbage with hands",
+        "Massage cabbage with hands",
+        "Taste food with spoon",
+        "Taste food with spoon",
+        "Taste food with spoon",
+        "Massage cabbage with hands",
+        "Grill skewers",
+        "Grill skewers"
+      ],
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+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_1/seg00.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_2/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_1/seg04.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_1/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_112/video_2/seg03.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_112/video_2/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_112/video_1/seg08.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_112/video_1/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_112/video_2/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_2/seg07.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_1/seg08.mp4"
+      ]
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+        "Frying chicken in oil"
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+        "Woman seasons chicken",
+        "Frying chicken in oil",
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+        "Whisking mixture",
+        "Woman seasons chicken",
+        "Woman speaks to camera",
+        "Frying chicken in oil",
+        "Whisking mixture",
+        "Woman seasons chicken"
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+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_223/video_1/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_15/video_2/seg07.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_223/video_1/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_15/video_2/seg04.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_15/video_2/seg00.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_223/video_2/seg02.mp4",
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+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_15/video_2/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_223/video_1/seg03.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_223/video_1/seg04.mp4"
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+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_224/video_1/seg05.mp4",
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+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_177/video_2/seg08.mp4",
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+        "Watching TV",
+        "Fighting dinosaur",
+        "Surviving crash",
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+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-NC/crossvid_nc_121/video_1/seg05.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-NC/crossvid_nc_121/video_2/seg00.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-NC/crossvid_nc_1009/video_1/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-NC/crossvid_nc_121/video_2/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-NC/crossvid_nc_121/video_1/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-NC/crossvid_nc_121/video_2/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-NC/crossvid_nc_121/video_2/seg08.mp4",
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+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-NC/crossvid_nc_121/video_2/seg07.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-NC/crossvid_nc_121/video_2/seg03.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-NC/crossvid_nc_1009/video_2/seg00.mp4"
+      ]
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+      ]
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+      ]
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+      ]
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+        "Coach gives instructions"
+      ],
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+        "Soldiers marching",
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+      ],
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+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_0kRsiSdDFYg__EhLOdDfaC7Y/video_1/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_5Z2_uRf7ckY__WB4giHwiulE/video_2/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_0kRsiSdDFYg__EhLOdDfaC7Y/video_1/seg03.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_5Z2_uRf7ckY__WB4giHwiulE/video_2/seg07.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_5Z2_uRf7ckY__WB4giHwiulE/video_1/seg07.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_0kRsiSdDFYg__EhLOdDfaC7Y/video_2/seg00.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_5Z2_uRf7ckY__WB4giHwiulE/video_2/seg04.mp4"
+      ]
+    },
+    {
+      "sequence_case_id": "action_d18_t001_v004_Life_Record",
+      "attribute": "action",
+      "domain": "Life Record",
+      "domain_index": 18,
+      "test_index": 1,
+      "variation_id": 4,
+      "clip_count": 12,
+      "selected_labels": [
+        "Players dribble and shoot",
+        "Man speaking to camera",
+        "Soldiers marching",
+        "Coach gives instructions"
+      ],
+      "label_key": "action_sequence",
+      "label_sequence": [
+        "Man speaking to camera",
+        "Soldiers marching",
+        "Players dribble and shoot",
+        "Man speaking to camera",
+        "Players dribble and shoot",
+        "Coach gives instructions",
+        "Coach gives instructions",
+        "Man speaking to camera",
+        "Players dribble and shoot",
+        "Soldiers marching",
+        "Soldiers marching",
+        "Coach gives instructions"
+      ],
+      "video_path_sequence": [
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_5Z2_uRf7ckY__WB4giHwiulE/video_2/seg07.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_5Z2_uRf7ckY__WB4giHwiulE/video_2/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_0kRsiSdDFYg__EhLOdDfaC7Y/video_2/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_5Z2_uRf7ckY__WB4giHwiulE/video_1/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_0kRsiSdDFYg__EhLOdDfaC7Y/video_1/seg03.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_0kRsiSdDFYg__EhLOdDfaC7Y/video_1/seg00.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_0kRsiSdDFYg__EhLOdDfaC7Y/video_1/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_5Z2_uRf7ckY__WB4giHwiulE/video_1/seg07.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_0kRsiSdDFYg__EhLOdDfaC7Y/video_2/seg07.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_5Z2_uRf7ckY__WB4giHwiulE/video_2/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_5Z2_uRf7ckY__WB4giHwiulE/video_2/seg04.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_0kRsiSdDFYg__EhLOdDfaC7Y/video_2/seg00.mp4"
+      ]
+    },
+    {
+      "sequence_case_id": "action_d19_t000_v003_Film___Television",
+      "attribute": "action",
+      "domain": "Film & Television",
+      "domain_index": 19,
+      "test_index": 0,
+      "variation_id": 3,
+      "clip_count": 12,
+      "selected_labels": [
+        "Carrying carrot",
+        "Protesters hold signs",
+        "News broadcast",
+        "Running through barn"
+      ],
+      "label_key": "action_sequence",
+      "label_sequence": [
+        "Running through barn",
+        "Running through barn",
+        "Carrying carrot",
+        "News broadcast",
+        "News broadcast",
+        "Running through barn",
+        "Carrying carrot",
+        "Protesters hold signs",
+        "Protesters hold signs",
+        "News broadcast",
+        "Carrying carrot",
+        "Protesters hold signs"
+      ],
+      "video_path_sequence": [
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_1NYQf_OXDqI__Q8AZ16uBhr8/video_1/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_1NYQf_OXDqI__Q8AZ16uBhr8/video_2/seg05.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_1NYQf_OXDqI__Q8AZ16uBhr8/video_2/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_1NH5dJ9VRvU__54k2g9ddy4M/video_2/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_1NH5dJ9VRvU__54k2g9ddy4M/video_2/seg04.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_1NYQf_OXDqI__Q8AZ16uBhr8/video_1/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_1NYQf_OXDqI__Q8AZ16uBhr8/video_2/seg08.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_1NH5dJ9VRvU__54k2g9ddy4M/video_1/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_1NH5dJ9VRvU__54k2g9ddy4M/video_2/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_1NH5dJ9VRvU__54k2g9ddy4M/video_2/seg00.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_1NYQf_OXDqI__Q8AZ16uBhr8/video_2/seg04.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_1NH5dJ9VRvU__54k2g9ddy4M/video_1/seg00.mp4"
+      ]
+    },
+    {
+      "sequence_case_id": "action_d20_t000_v002_Knowledge",
+      "attribute": "action",
+      "domain": "Knowledge",
+      "domain_index": 20,
+      "test_index": 0,
+      "variation_id": 2,
+      "clip_count": 12,
+      "selected_labels": [
+        "Explaining disease symptoms",
+        "Explaining aircraft history",
+        "Explaining geological features",
+        "Piloting helicopter"
+      ],
+      "label_key": "action_sequence",
+      "label_sequence": [
+        "Explaining geological features",
+        "Explaining aircraft history",
+        "Explaining disease symptoms",
+        "Piloting helicopter",
+        "Explaining geological features",
+        "Piloting helicopter",
+        "Piloting helicopter",
+        "Explaining aircraft history",
+        "Explaining disease symptoms",
+        "Explaining aircraft history",
+        "Explaining disease symptoms",
+        "Explaining geological features"
+      ],
+      "video_path_sequence": [
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_1/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_2/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_1/seg05.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_2/seg03.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_1/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_2/seg04.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_2/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_2/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_1/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_2/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_1/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_1/seg03.mp4"
+      ]
+    },
+    {
+      "sequence_case_id": "action_d20_t001_v004_Knowledge",
+      "attribute": "action",
+      "domain": "Knowledge",
+      "domain_index": 20,
+      "test_index": 1,
+      "variation_id": 4,
+      "clip_count": 12,
+      "selected_labels": [
+        "Explaining disease symptoms",
+        "Explaining aircraft history",
+        "Explaining geological features",
+        "Piloting helicopter"
+      ],
+      "label_key": "action_sequence",
+      "label_sequence": [
+        "Explaining disease symptoms",
+        "Explaining geological features",
+        "Explaining aircraft history",
+        "Explaining geological features",
+        "Explaining geological features",
+        "Explaining aircraft history",
+        "Piloting helicopter",
+        "Piloting helicopter",
+        "Explaining disease symptoms",
+        "Explaining disease symptoms",
+        "Explaining aircraft history",
+        "Piloting helicopter"
+      ],
+      "video_path_sequence": [
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_1/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_1/seg03.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_2/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_1/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_1/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_2/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_2/seg03.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_2/seg04.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_1/seg05.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_1/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_2/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_2/seg02.mp4"
+      ]
+    },
+    {
+      "sequence_case_id": "action_d21_t000_v003_Knowledge",
+      "attribute": "action",
+      "domain": "Knowledge",
+      "domain_index": 21,
+      "test_index": 0,
+      "variation_id": 3,
+      "clip_count": 12,
+      "selected_labels": [
+        "Speaking into microphone",
+        "Diving underwater",
+        "Speaking to camera",
+        "Installing RAM modules"
+      ],
+      "label_key": "action_sequence",
+      "label_sequence": [
+        "Installing RAM modules",
+        "Speaking into microphone",
+        "Diving underwater",
+        "Speaking to camera",
+        "Speaking into microphone",
+        "Speaking into microphone",
+        "Speaking to camera",
+        "Installing RAM modules",
+        "Speaking to camera",
+        "Installing RAM modules",
+        "Diving underwater",
+        "Diving underwater"
+      ],
+      "video_path_sequence": [
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_8IZvEF4Ui10__NCNeFSJexSY/video_1/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_8IZvEF4Ui10__NCNeFSJexSY/video_2/seg00.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_BoBapnk6TB8__zxKPjD8urG4/video_2/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_BoBapnk6TB8__zxKPjD8urG4/video_2/seg08.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_8IZvEF4Ui10__NCNeFSJexSY/video_2/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_8IZvEF4Ui10__NCNeFSJexSY/video_2/seg07.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_BoBapnk6TB8__zxKPjD8urG4/video_2/seg00.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_8IZvEF4Ui10__NCNeFSJexSY/video_1/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_BoBapnk6TB8__zxKPjD8urG4/video_1/seg03.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_8IZvEF4Ui10__NCNeFSJexSY/video_1/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_BoBapnk6TB8__zxKPjD8urG4/video_1/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_BoBapnk6TB8__zxKPjD8urG4/video_1/seg00.mp4"
+      ]
+    }
+  ],
+  "question_count": 832
+}

manifests/nback_scene_selection.json

@@ -0,0 +1,1413 @@
+{
+  "cases": [
+    {
+      "sequence_case_id": "scene_d00_t000_v003_spatial_relation_binding",
+      "attribute": "scene",
+      "domain": "spatial_relation_binding",
+      "domain_index": 0,
+      "test_index": 0,
+      "variation_id": 3,
+      "clip_count": 12,
+      "selected_labels": [
+        "Kitchen with cutting board",
+        "Kitchen with table",
+        "Kitchen counter with ingredients",
+        "Kitchen with counter"
+      ],
+      "label_key": "scene_sequence",
+      "label_sequence": [
+        "Kitchen with cutting board",
+        "Kitchen with cutting board",
+        "Kitchen with counter",
+        "Kitchen with table",
+        "Kitchen with counter",
+        "Kitchen counter with ingredients",
+        "Kitchen with table",
+        "Kitchen with table",
+        "Kitchen with counter",
+        "Kitchen counter with ingredients",
+        "Kitchen counter with ingredients",
+        "Kitchen with cutting board"
+      ],
+      "video_path_sequence": [
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_112/video_2/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_1/seg04.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_1/seg00.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_112/video_1/seg08.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_1/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_2/seg03.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_112/video_2/seg00.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_112/video_1/seg04.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_112/video_2/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_2/seg05.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_2/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_220/video_1/seg03.mp4"
+      ]
+    },
+    {
+      "sequence_case_id": "scene_d01_t000_v002_tool_prop",
+      "attribute": "scene",
+      "domain": "tool_prop",
+      "domain_index": 1,
+      "test_index": 0,
+      "variation_id": 2,
+      "clip_count": 12,
+      "selected_labels": [
+        "Kitchen countertop",
+        "Kitchen with wooden cabinets",
+        "Kitchen with skillet",
+        "Kitchen with stove"
+      ],
+      "label_key": "scene_sequence",
+      "label_sequence": [
+        "Kitchen countertop",
+        "Kitchen with stove",
+        "Kitchen countertop",
+        "Kitchen with stove",
+        "Kitchen with skillet",
+        "Kitchen with skillet",
+        "Kitchen with wooden cabinets",
+        "Kitchen with wooden cabinets",
+        "Kitchen countertop",
+        "Kitchen with stove",
+        "Kitchen with skillet",
+        "Kitchen with wooden cabinets"
+      ],
+      "video_path_sequence": [
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_223/video_2/seg03.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_223/video_2/seg04.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_223/video_1/seg08.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_223/video_2/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_15/video_2/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_15/video_2/seg07.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_15/video_1/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_15/video_1/seg04.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_15/video_2/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_223/video_2/seg08.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_15/video_2/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/CrossVid-CC/crossvid_cc_15/video_1/seg02.mp4"
+      ]
+    },
+    {
+      "sequence_case_id": "scene_d01_t001_v004_tool_prop",
+      "attribute": "scene",
+      "domain": "tool_prop",
+      "domain_index": 1,
+      "test_index": 1,
+      "variation_id": 4,
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+        "Room with posters",
+        "Car interior",
+        "Night street",
+        "Night street"
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+        "Failed"
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+      ]
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+        "Soccer field with spectators",
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+        "Clothing store interior"
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+      ]
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+      ]
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+      ]
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+        "Lab with window view",
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+        "Plain white wall",
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+        "Studio with plant",
+        "Studio with plant",
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+      ]
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+        "Rocky mountain landscape",
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+      ]
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+        "Airplane museum",
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+        "Antarctic landscape",
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+        "Antarctic landscape",
+        "Lecture hall with chalkboard"
+      ],
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+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_1/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_1/seg08.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_1/seg07.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_2/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_2/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_1/seg09.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_2/seg03.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_1/seg00.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_74TEQfw6L60__YtAL8y2lACs/video_2/seg02.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_7D-gxaie6UI__TGom0uiW130/video_1/seg03.mp4"
+      ]
+    },
+    {
+      "sequence_case_id": "scene_d21_t000_v003_Knowledge",
+      "attribute": "scene",
+      "domain": "Knowledge",
+      "domain_index": 21,
+      "test_index": 0,
+      "variation_id": 3,
+      "clip_count": 12,
+      "selected_labels": [
+        "Podcast studio",
+        "Blue-lit studio",
+        "Desert landscape",
+        "Underwater ruins"
+      ],
+      "label_key": "scene_sequence",
+      "label_sequence": [
+        "Blue-lit studio",
+        "Desert landscape",
+        "Desert landscape",
+        "Blue-lit studio",
+        "Underwater ruins",
+        "Desert landscape",
+        "Blue-lit studio",
+        "Underwater ruins",
+        "Underwater ruins",
+        "Podcast studio",
+        "Podcast studio",
+        "Podcast studio"
+      ],
+      "video_path_sequence": [
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_8IZvEF4Ui10__NCNeFSJexSY/video_1/seg05.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_BoBapnk6TB8__zxKPjD8urG4/video_1/seg08.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_BoBapnk6TB8__zxKPjD8urG4/video_1/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_8IZvEF4Ui10__NCNeFSJexSY/video_1/seg04.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_BoBapnk6TB8__zxKPjD8urG4/video_2/seg07.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_BoBapnk6TB8__zxKPjD8urG4/video_1/seg07.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_8IZvEF4Ui10__NCNeFSJexSY/video_1/seg06.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_BoBapnk6TB8__zxKPjD8urG4/video_1/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_BoBapnk6TB8__zxKPjD8urG4/video_2/seg04.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_8IZvEF4Ui10__NCNeFSJexSY/video_2/seg05.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_8IZvEF4Ui10__NCNeFSJexSY/video_2/seg01.mp4",
+        "data/precut_full_20pairs_per_dataset_seg10/segments/Video-MME-L/videomme_l_8IZvEF4Ui10__NCNeFSJexSY/video_2/seg08.mp4"
+      ]
+    }
+  ],
+  "question_count": 832
+}

manifests/release_manifest.non_nback.json

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+version https://git-lfs.github.com/spec/v1
+oid sha256:d762aaa2f48dfc4986336df1409fbaf98bd5bc102ad4f41a9a3aa883e9bde622
+size 1901709

manifests/release_rows.non_nback.jsonl

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+version https://git-lfs.github.com/spec/v1
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+size 1703403

manifests/subset_manifest.json

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+{
+  "schema_version": "m3eval_hf_release_v2_single_video_nback",
+  "scope": "adopted_open_source",
+  "subset": "full",
+  "non_nback": {
+    "question_count": 739,
+    "family_counts": {
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+      "SM": 92,
+      "FSA": 95,
+      "IE": 164,
+      "DA": 278
+    },
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+  },
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+    "attribute_counts": {
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+      "scene": 832
+    },
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+      4,
+      5,
+      6,
+      8,
+      10,
+      12
+    ],
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+    "prefix_video_count": 512,
+    "archive_group": "nback_prefix_videos"
+  },
+  "total_question_count": 2403,
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+    {
+      "group_id": "non_nback_memory_interference",
+      "source_file_count": 110,
+      "total_source_bytes": 138159736363,
+      "expected_archive_files": [
+        {
+          "relpath": "archives/non_nback_memory_interference.z01",
+          "expected_size_bytes": 48318382080,
+          "part_index": 0
+        },
+        {
+          "relpath": "archives/non_nback_memory_interference.z02",
+          "expected_size_bytes": 48318382080,
+          "part_index": 1
+        },
+        {
+          "relpath": "archives/non_nback_memory_interference.zip",
+          "expected_size_bytes": 41523007717,
+          "part_index": 2
+        }
+      ],
+      "materialized_archive_files": [
+        "archives/non_nback_memory_interference.z01",
+        "archives/non_nback_memory_interference.z02",
+        "archives/non_nback_memory_interference.zip"
+      ]
+    },
+    {
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+      "total_source_bytes": 58952843883,
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+          "expected_size_bytes": 58953003685,
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+        }
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+        "archives/nback_prefix_videos.zip"
+      ]
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+      "total_source_bytes": 165616822035,
+      "expected_archive_files": [
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+          "relpath": "archives/non_nback_interleaved.z01",
+          "expected_size_bytes": 48318382080,
+          "part_index": 0
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+          "relpath": "archives/non_nback_interleaved.z02",
+          "expected_size_bytes": 48318382080,
+          "part_index": 1
+        },
+        {
+          "relpath": "archives/non_nback_interleaved.z03",
+          "expected_size_bytes": 48318382080,
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+        {
+          "relpath": "archives/non_nback_interleaved.zip",
+          "expected_size_bytes": 20661718769,
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+        }
+      ],
+      "materialized_archive_files": [
+        "archives/non_nback_interleaved.z01",
+        "archives/non_nback_interleaved.z02",
+        "archives/non_nback_interleaved.z03",
+        "archives/non_nback_interleaved.zip"
+      ]
+    },
+    {
+      "group_id": "non_nback_split_screen",
+      "source_file_count": 207,
+      "total_source_bytes": 221474890973,
+      "expected_archive_files": [
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+          "relpath": "archives/non_nback_split_screen.z01",
+          "expected_size_bytes": 48318382080,
+          "part_index": 0
+        },
+        {
+          "relpath": "archives/non_nback_split_screen.z02",
+          "expected_size_bytes": 48318382080,
+          "part_index": 1
+        },
+        {
+          "relpath": "archives/non_nback_split_screen.z03",
+          "expected_size_bytes": 48318382080,
+          "part_index": 2
+        },
+        {
+          "relpath": "archives/non_nback_split_screen.z04",
+          "expected_size_bytes": 48318382080,
+          "part_index": 3
+        },
+        {
+          "relpath": "archives/non_nback_split_screen.zip",
+          "expected_size_bytes": 28201427451,
+          "part_index": 4
+        }
+      ],
+      "materialized_archive_files": [
+        "archives/non_nback_split_screen.z01",
+        "archives/non_nback_split_screen.z02",
+        "archives/non_nback_split_screen.z03",
+        "archives/non_nback_split_screen.z04",
+        "archives/non_nback_split_screen.zip"
+      ]
+    }
+  ],
+  "materialize_batch_indices": [],
+  "upload_batch_count": 5,
+  "display_name": "M\u00b3Eval",
+  "viewer_relpath": "viewer/full_questions.csv"
+}

manifests/upload_plan.full.json

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+{
+  "schema_version": "m3eval_hf_release_v2_single_video_nback",
+  "scope": "adopted_open_source",
+  "subset": "full",
+  "archive_part_size_gib": 45,
+  "batch_cap_gib": 150,
+  "materialize_batch_indices": [],
+  "batches": [
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+      "archive_relpaths": [
+        "archives/non_nback_memory_interference.z01",
+        "archives/non_nback_memory_interference.z02",
+        "archives/non_nback_memory_interference.zip"
+      ],
+      "expected_total_bytes": 138159771877
+    },
+    {
+      "batch_index": 1,
+      "archive_relpaths": [
+        "archives/nback_prefix_videos.zip",
+        "archives/non_nback_interleaved.z01",
+        "archives/non_nback_interleaved.z02"
+      ],
+      "expected_total_bytes": 155589767845
+    },
+    {
+      "batch_index": 2,
+      "archive_relpaths": [
+        "archives/non_nback_interleaved.z03",
+        "archives/non_nback_interleaved.zip",
+        "archives/non_nback_split_screen.z01"
+      ],
+      "expected_total_bytes": 117298482929
+    },
+    {
+      "batch_index": 3,
+      "archive_relpaths": [
+        "archives/non_nback_split_screen.z02",
+        "archives/non_nback_split_screen.z03",
+        "archives/non_nback_split_screen.z04"
+      ],
+      "expected_total_bytes": 144955146240
+    },
+    {
+      "batch_index": 4,
+      "archive_relpaths": [
+        "archives/non_nback_split_screen.zip"
+      ],
+      "expected_total_bytes": 28201427451
+    }
+  ]
+}

nback/action_cases.jsonl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:63b87fe0792e3bef2bdbf07286b8968b5716e0ed96006089291dc8933a0853ac
+size 70864

nback/scene_cases.jsonl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:6d7bf37ef692560ce2ebb8765c3b1ec2e9e611947fcc26d57615ea6591d77f7e
+size 67994

questions/all_questions.jsonl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:3abaed5bba5557e4a1b47b3bfde9c87ad93eab9591c8bedce1ba2e2bdeb6cf6d
+size 7075201

questions/by_family/DA.jsonl

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+version https://git-lfs.github.com/spec/v1
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+size 866974

questions/by_family/FSA.jsonl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:7da5466a84fd2b727b32449fd1ea3ec5550230f8fb2f562223bc5a9b77e9724f
+size 117860

questions/by_family/IE.jsonl

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+version https://git-lfs.github.com/spec/v1
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+size 502773

questions/by_family/MI.jsonl

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+version https://git-lfs.github.com/spec/v1
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questions/by_family/SM.jsonl

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+version https://git-lfs.github.com/spec/v1
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+size 102886

questions/nback_questions.jsonl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f9bf5e9d9d064d44ce0f3fc82fc33a149c9bb1dafdb2ec850f28f3ff24da17f4
+size 5466774

questions/non_nback_questions.jsonl

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+version https://git-lfs.github.com/spec/v1
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+size 1703403

unpack_archives.sh

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+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+ARCHIVE_DIR="${ROOT_DIR}/archives"
+
+for archive in "${ARCHIVE_DIR}"/*.zip; do
+  [ -e "${archive}" ] || continue
+  echo "[unpack] ${archive}"
+  split_head="${archive%.zip}.z01"
+  if [ -f "${split_head}" ]; then
+    if command -v 7z >/dev/null 2>&1; then
+      7z x "${archive}" -o"${ROOT_DIR}"
+      continue
+    fi
+    if command -v zip >/dev/null 2>&1 && command -v unzip >/dev/null 2>&1; then
+      merged_zip="${ROOT_DIR}/.$(basename "${archive%.zip}")_merged.zip"
+      rm -f "${merged_zip}"
+      zip "${archive}" -s 0 --out "${merged_zip}"
+      unzip -oq "${merged_zip}" -d "${ROOT_DIR}"
+      rm -f "${merged_zip}"
+      continue
+    fi
+    echo "[skip] need 7z or zip+unzip for split archive ${archive}" >&2
+    continue
+  fi
+
+  if command -v unzip >/dev/null 2>&1; then
+    unzip -oq "${archive}" -d "${ROOT_DIR}"
+  else
+    python3 -m zipfile -e "${archive}" "${ROOT_DIR}"
+  fi
+done

viewer/full_questions.csv

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+version https://git-lfs.github.com/spec/v1
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+size 3968727