--- 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: test 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: test 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: test 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: test 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: test 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: test 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: test 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: test 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: test 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: test 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: test 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: test 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: test 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: test 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: test 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: test 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: test 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: test 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: test 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. The family shards are loaded together as the default configuration. ## Usage ```python from datasets import load_dataset dataset = load_dataset( "World-Representation-Lab/World-Embedding-Dynamics-Retrieval", split="test", ) ``` ## 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} } ```