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  ## Composition
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- Trajectory groups:
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- | Trajectory group | Pairs | Share |
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- |---|---:|---:|
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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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-
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- | Style | Pairs | Share |
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- |---|---:|---:|
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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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-
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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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-
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- | Axis | left | right | tie |
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- |---|---:|---:|---:|
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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, including how chunk-level
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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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-
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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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+ ![Clipboard_Screenshot_1787922858](https://cdn-uploads.huggingface.co/production/uploads/654c6845bac6e6e49895a5b5/W4AMIdkJPdbn0OfOS3Yvy.png)
 
 
 
 
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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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