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README.md
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## Composition
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Trajectory groups:
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| `pure_translation` | 292 | 38.4% |
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| `pure_rotation` | 186 | 24.5% |
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| `compound` | 282 | 37.1% |
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Visual styles:
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| Style | Pairs | Share |
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| `photo` | 365 | 48.0% |
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| `game_anime` | 334 | 43.9% |
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| `traditional` | 61 | 8.0% |
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Videos come from 9 generation systems compared pairwise. Ground-truth
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verdicts are close to balanced between the two positions.
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| Axis | left | right | tie |
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| `action` | 365 | 370 | 25 |
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| `appearance` | 367 | 371 | 22 |
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| `motion` | 358 | 363 | 39 |
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## Results
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## Usage
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See https://github.com/CodeGoat24/WorldReward for the full evaluation protocol
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judgements aggregate to a pair-level verdict.
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```bash
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pip install worldreward
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python scripts/download_bench.py --output-dir data/WorldReward-Bench
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python scripts/preprocess.py \
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--pairs data/WorldReward-Bench/bench.jsonl \
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--output-root outputs/rendered_chunks
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python scripts/run_inference.py \
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--render-root outputs/rendered_chunks \
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--output outputs/chunk_predictions.json \
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--model CodeGoat24/WorldReward-9B
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python worldreward-bench/score.py \
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--bench data/WorldReward-Bench/bench.jsonl \
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--predictions outputs/chunk_predictions.json
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```
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## Licence
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Apache 2.0.
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## Citation
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## Composition
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## Results
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## Usage
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See https://github.com/CodeGoat24/WorldReward for the full evaluation protocol.
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## Citation
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