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README.md

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+---
+dataset_info:
+- config_name: articulatedChain
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 52698737
+    num_examples: 100
+  download_size: 52698737
+  dataset_size: 52698737
+- config_name: blockTower3D
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 119203842
+    num_examples: 100
+  download_size: 119203842
+  dataset_size: 119203842
+- config_name: cantileverBeamTransient
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 22494788
+    num_examples: 100
+  download_size: 22494788
+  dataset_size: 22494788
+- config_name: dropWeightImpactSMC
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 59688598
+    num_examples: 100
+  download_size: 59688598
+  dataset_size: 59688598
+- config_name: flexibleCrankSlider
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 36545816
+    num_examples: 100
+  download_size: 36545816
+  dataset_size: 36545816
+- config_name: gearPair3D
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 162716347
+    num_examples: 100
+  download_size: 162716347
+  dataset_size: 162716347
+- config_name: harmonicResponseFRF
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 38299940
+    num_examples: 100
+  download_size: 38299940
+  dataset_size: 38299940
+- config_name: j2PlasticBeam
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 8826676
+    num_examples: 100
+  download_size: 8826676
+  dataset_size: 8826676
+- config_name: lemaitreDamageBar
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 2603502
+    num_examples: 100
+  download_size: 2603502
+  dataset_size: 2603502
+- config_name: massSpringDamper
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 29881218
+    num_examples: 100
+  download_size: 29881218
+  dataset_size: 29881218
+- config_name: pendulum
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 46874638
+    num_examples: 100
+  download_size: 46874638
+  dataset_size: 46874638
+- config_name: reissnerShellModal
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 432545591
+    num_examples: 100
+  download_size: 432545591
+  dataset_size: 432545591
+- config_name: rigidCollision
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 24537355
+    num_examples: 100
+  download_size: 24537355
+  dataset_size: 24537355
+- config_name: rollingSlidingTransition
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 25533691
+    num_examples: 100
+  download_size: 25533691
+  dataset_size: 25533691
+- config_name: rubberBlockCompression
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 115467225
+    num_examples: 100
+  download_size: 115467225
+  dataset_size: 115467225
+- config_name: sphereDrop3D
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 7065274
+    num_examples: 100
+  download_size: 7065274
+  dataset_size: 7065274
+- config_name: stackStability
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 6886649
+    num_examples: 100
+  download_size: 6886649
+  dataset_size: 6886649
+- config_name: stressWavePropagation
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 5177102
+    num_examples: 100
+  download_size: 5177102
+  dataset_size: 5177102
+- config_name: unbalancedRotor3D
+  features:
+  - name: query_id
+    dtype: string
+  - name: case_id
+    dtype: string
+  - name: raw_text
+    dtype: string
+  - name: parsed_text
+    dtype: string
+  - name: video
+    dtype: video
+  splits:
+  - name: train
+    num_bytes: 325992878
+    num_examples: 100
+  download_size: 325992878
+  dataset_size: 325992878
+---
+
+# World Embedding Dynamics Retrieval
+
+World Embedding Dynamics Retrieval is the dynamics retrieval split of the
+[World Embedding Benchmark](https://arxiv.org/pdf/2610.03632). It contains
+1,900 simulation videos from 19 physics families. Each family is a Hugging Face dataset
+configuration with 100 examples.
+
+## Usage
+
+```python
+from datasets import load_dataset
+
+dataset = load_dataset(
+    "World-Representation-Lab/World-Embedding-Dynamics-Retrieval",
+    "<config_name>",
+    split="train",
+)
+```
+
+## Fields
+
+- `query_id`: unique text-query identifier.
+- `case_id`: simulation case identifier.
+- `raw_text`: structured physical description.
+- `parsed_text`: natural-language retrieval caption.
+- `video`: simulation video.
+
+The benchmark uses `parsed_text` for text-video retrieval.
+
+## Citation
+
+```bibtex
+@misc{liu2026worldembeddingbenchmark,
+  title         = {World Embedding Benchmark},
+  author        = {Yiqi Liu and Ruifeng Yuan and Yang Wang and Long Li and Fengyu Cai and Hou Pong Chan and Jialin Yu and Hao Zhang and Chenghua Lin and Chenghao Xiao},
+  year          = {2026},
+  eprint        = {2610.03632},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.CV},
+  url           = {https://arxiv.org/abs/2610.03632}
+}
+```

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