Datasets:
Formats:
parquet
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
video-understanding
multi-evidence-reasoning
long-video
temporal-reasoning
spatial-reasoning
video-qa
License:
Update data files and README with latest annotations
Browse filesCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
- README.md +45 -10
- data/herbench_annotations.json +2 -2
- data/herbench_annotations_lite.json +2 -2
- data/herbench_full.parquet +2 -2
- data/herbench_lite.parquet +2 -2
- data/task_metadata.json +1 -1
- data/video_metadata.json +2 -2
README.md
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@@ -57,7 +57,7 @@ configs:
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| Metric | Full Version | Lite Version |
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|--------|--------------|--------------|
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| π **Total Questions** | 27,
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| π¬ **Videos** | 335 unique videos | 68 unique videos (20.3%) |
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| β±οΈ **Avg. Video Length** | 424 seconds | 421 seconds |
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| π **Total Size** | ~161 GB | ~35 GB |
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HERBench is available in two versions to accommodate different storage and computational constraints:
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#### Full Version (~161 GB)
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- **27,
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- Complete benchmark for comprehensive evaluation
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- Recommended for: Final paper results, thorough model evaluation, benchmarking
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#### Lite Version (~35 GB) π
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- **
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- Same task distribution and difficulty as full version
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- Videos sampled to maintain diversity across all 12 tasks
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- Recommended for: Quick prototyping, limited storage, initial experiments, development
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```
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HERBench/
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βββ data/
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β βββ herbench_annotations.json # Full: 27,
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β βββ herbench_annotations_lite.json # Lite:
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β βββ task_metadata.json # Task descriptions (shared)
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β βββ video_metadata.json # Video information (shared)
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β βββ README_DATA.md # Data format documentation
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# Install Hugging Face CLI
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pip install huggingface-hub
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# Download FULL version (27,
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huggingface-cli download DanBenAmi/HERBench --repo-type dataset --local-dir HERBench
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# Download LITE version only (
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huggingface-cli download DanBenAmi/HERBench \
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--include "data/herbench_lite.parquet" \
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--include "data/*metadata.json" \
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```python
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from datasets import load_dataset
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# Load FULL version (default) - 27,
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dataset_full = load_dataset("DanBenAmi/HERBench", "full")
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print(f"Total questions: {len(dataset_full['test'])}")
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print(f"Task: {example['task_type']}")
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print(f"Video: {example['video_path']}")
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# Load LITE version -
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dataset_lite = load_dataset("DanBenAmi/HERBench", "lite")
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print(f"Lite questions: {len(dataset_lite['test'])}")
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```
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> **Note:** The archive is structured so lite videos are in the first parts (00-03). This means if you download the full version, you automatically have the lite videos too!
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### 3. Load and Use the Data
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```python
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## π Updates
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- **v1.0.0** (
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---
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| Metric | Full Version | Lite Version |
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|--------|--------------|--------------|
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+
| π **Total Questions** | 27,631 five-way multiple-choice | 2,000 questions (7.2%) |
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| π¬ **Videos** | 335 unique videos | 68 unique videos (20.3%) |
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| β±οΈ **Avg. Video Length** | 424 seconds | 421 seconds |
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| π **Total Size** | ~161 GB | ~35 GB |
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HERBench is available in two versions to accommodate different storage and computational constraints:
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#### Full Version (~161 GB)
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- **27,631 questions** across **335 videos**
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- Complete benchmark for comprehensive evaluation
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- Recommended for: Final paper results, thorough model evaluation, benchmarking
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#### Lite Version (~35 GB) π
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- **2,000 questions** across **68 videos** (7.2% subset)
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- Same task distribution and difficulty as full version
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- Videos sampled to maintain diversity across all 12 tasks
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- Recommended for: Quick prototyping, limited storage, initial experiments, development
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```
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HERBench/
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βββ data/
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β βββ herbench_annotations.json # Full: 27,631 questions
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β βββ herbench_annotations_lite.json # Lite: 2,000 questions
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β βββ task_metadata.json # Task descriptions (shared)
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β βββ video_metadata.json # Video information (shared)
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β βββ README_DATA.md # Data format documentation
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# Install Hugging Face CLI
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pip install huggingface-hub
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# Download FULL version (27,631 questions, ~161 GB)
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huggingface-cli download DanBenAmi/HERBench --repo-type dataset --local-dir HERBench
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# Download LITE version only (2,000 questions, ~35 GB videos)
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huggingface-cli download DanBenAmi/HERBench \
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--include "data/herbench_lite.parquet" \
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--include "data/*metadata.json" \
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```python
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from datasets import load_dataset
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# Load FULL version (default) - 27,631 questions
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dataset_full = load_dataset("DanBenAmi/HERBench", "full")
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print(f"Total questions: {len(dataset_full['test'])}")
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print(f"Task: {example['task_type']}")
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print(f"Video: {example['video_path']}")
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# Load LITE version - 2,000 questions (7.2% sample)
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dataset_lite = load_dataset("DanBenAmi/HERBench", "lite")
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print(f"Lite questions: {len(dataset_lite['test'])}")
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```
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> **Note:** The archive is structured so lite videos are in the first parts (00-03). This means if you download the full version, you automatically have the lite videos too!
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#### Troubleshooting Extraction Issues
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If you encounter `"This does not look like a tar archive"` or other errors:
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1. **Verify checksums** to check download integrity:
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```bash
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cd HERBench/videos
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sha256sum -c videos.tar.checksums.txt
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```
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2. **Check file format** of downloaded parts:
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```bash
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file videos.tar.part.00
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# Expected: "POSIX tar archive (GNU)" or similar
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```
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3. **Test before full extraction**:
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```bash
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cat videos.tar.part.{00..03} > videos_lite.tar
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tar -tvf videos_lite.tar | head -10
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# Should list video files like: HD_EPIC/P01/P01-*.mp4
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```
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4. **Re-download** specific parts if checksums fail:
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```bash
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huggingface-cli download DanBenAmi/HERBench \
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--repo-type dataset \
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--include "videos/videos.tar.part.00" \
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--local-dir HERBench \
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--force-download
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```
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If issues persist, please [open an issue on GitHub](https://github.com/DanBenAmi/HERBench/issues).
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### 3. Load and Use the Data
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```python
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## π Updates
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- **v1.0.0** (February 2026): Cleaned dataset β removed 305 questions with corrupted VLM descriptions; Full: 27,631 questions, Lite: 2,000 questions (stratified subsample)
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---
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data/herbench_annotations.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:91c5eec5bd74d8966259addb736eb76e997148138e5a567bb8f5d02219d419dd
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size 37470860
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data/herbench_annotations_lite.json
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version https://git-lfs.github.com/spec/v1
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:dce4898dcfd87be7a02a8f5f3baf0add4a4a8ba3413d09a2a7634c94613597e6
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size 2719239
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data/herbench_full.parquet
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version https://git-lfs.github.com/spec/v1
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version https://git-lfs.github.com/spec/v1
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oid sha256:94ee0876345c3a173941bd48ee3b98169eac96fb0ccf2d0d1017c9914992de56
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size 4984150
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data/herbench_lite.parquet
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version https://git-lfs.github.com/spec/v1
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size 455813
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data/task_metadata.json
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version https://git-lfs.github.com/spec/v1
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size 12614
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version https://git-lfs.github.com/spec/v1
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size 12614
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data/video_metadata.json
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version https://git-lfs.github.com/spec/v1
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size
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version https://git-lfs.github.com/spec/v1
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size 102695
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