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  ---
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  pretty_name: UniPhys-Bench
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- license: other
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- license_name: uniphys-bench-dataset-terms
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- license_link: LICENSE
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  language:
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  - en
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  tags:
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  # UniPhys-Bench
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- UniPhys-Bench is a human-verified benchmark for evaluating unified physical
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- grounding on heterogeneous articulated 3D assets. It jointly evaluates
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- articulation semantics, articulation structure, part-level intrinsic physical
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- properties, and object-level scale and mass.
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  This repository is the **primary UniPhys-Bench release**. It contains 1,473
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- articulated assets provided by [Manycore Tech](https://www.manycoretech.com/)
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  (群核科技), with part decompositions created by professional designers.
 
 
 
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- - **Dataset:** [spatialverse/UniPhys-Bench](https://huggingface.co/datasets/spatialverse/UniPhys-Bench)
 
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  - **Code:** [breezexian/UniPhysGen](https://github.com/breezexian/UniPhysGen)
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  - **Paper:** [UniPhysGen: Unified Physical Grounding for Simulation-Ready 3D Assets](https://arxiv.org/abs/2607.13586)
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  - **Training dataset:** [breezexian/UniPhys-40K](https://huggingface.co/datasets/breezexian/UniPhys-40K)
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  ## Release scope
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  | Statistic | Value |
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  | Entity ID range | `UPB_00000454`–`UPB_00001926` |
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  | Role | Primary release |
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- The complete benchmark used in the paper contains 1,927 objects and is hosted
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- as two independent releases:
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  | Release | Contents | Objects | Entity IDs |
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  | --- | --- | ---: | --- |
@@ -53,10 +95,9 @@ are hosted separately so that each repository can state the provenance and
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  terms applicable to the assets it contains. Entity IDs are globally unique
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  across the two releases and should not be renumbered.
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- Across both releases, UniPhys-Bench contains approximately 16K parts and 5.5K
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- motion-relevant components. It covers diverse object categories, structural
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- complexities, part granularities, modeling styles, scales, masses, materials,
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- and articulation patterns.
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  ## Benchmark construction
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@@ -191,6 +232,8 @@ Each `annotations/part_<id>.json` contains:
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  For movable parts, `B` contains prismatic parameters and `C` contains revolute
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  parameters; `axis`, `pos`, `range`, and `damping` describe the corresponding
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  joint.
 
 
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  ### Object-level annotations
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@@ -252,8 +295,8 @@ Each sample keeps its complete benchmark annotation. UniPhysGen inference
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  embeds that record as `source_sample`, which the evaluation package reads as
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  ground truth.
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- To reproduce results on the complete 1,927-object benchmark, also download
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- [UniPhys-Bench Part 2](https://huggingface.co/datasets/breezexian/UniPhys-Bench-Part2)
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  and evaluate both releases with the same protocol. Keep the original entity IDs
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  when preparing a combined data root.
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  ## Licensing and provenance
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- See [LICENSE](LICENSE) for the dataset terms that accompany this release.
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-
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- - **Original UniPhys annotations and metadata:** licensed under
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- [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/), to the extent
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- that the UniPhysGen Authors hold the relevant rights. Commercial use of these
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- original contributions is permitted under the license terms.
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- - **Manycore-provided assets and derived representations:** meshes, textures,
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- materials, source annotations, URDF source assets, and derived geometry
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- remain subject to the applicable asset-specific release terms or
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- authorization from Manycore Tech. The annotation license does not grant
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- rights to these assets.
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  Use the `source` field in each entity's `meta_data.json` to retain the supplied
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  organization and license reference. Retain all required attribution, license,
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- and modification notices when sharing the data. Citing UniPhys-Bench does not
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- replace the applicable asset terms.
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  ## Citation
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1
  ---
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  pretty_name: UniPhys-Bench
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+ license: cc-by-nc-4.0
 
 
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  language:
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  - en
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  tags:
 
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  # UniPhys-Bench
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+ UniPhys-Bench is a human-verified benchmark comprising 1,927 heterogeneous
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+ articulated 3D objects across two releases. It jointly evaluates articulation
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+ semantics, articulation structure, part-level intrinsic physical properties,
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+ and object-level scale and mass.
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  This repository is the **primary UniPhys-Bench release**. It contains 1,473
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+ articulated 3D objects provided by [Manycore Tech](https://www.manycoretech.com/)
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  (群核科技), with part decompositions created by professional designers.
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+ The remaining 454 evaluation-only articulated 3D objects are released separately
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+ as [UniPhys-Bench Part 2](https://huggingface.co/datasets/breezexian/UniPhys-Bench-Part2),
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+ completing the 1,927-object benchmark.
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+ - **Primary release (this repository):** [spatialverse/UniPhys-Bench](https://huggingface.co/datasets/spatialverse/UniPhys-Bench)
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+ - **Companion release (Part 2):** [breezexian/UniPhys-Bench-Part2](https://huggingface.co/datasets/breezexian/UniPhys-Bench-Part2)
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  - **Code:** [breezexian/UniPhysGen](https://github.com/breezexian/UniPhysGen)
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  - **Paper:** [UniPhysGen: Unified Physical Grounding for Simulation-Ready 3D Assets](https://arxiv.org/abs/2607.13586)
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  - **Training dataset:** [breezexian/UniPhys-40K](https://huggingface.co/datasets/breezexian/UniPhys-40K)
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+ ## Dataset summary
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+
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+ | Articulated 3D Objects | Parts | Motion-Relevant Components |
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+ | :---: | :---: | :---: |
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+ | **1,927** | **~16K** | **~5.5K** |
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+ | 1,473 in this primary release<br>+ 454 in Part 2 | Across both releases | Across both releases |
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+
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+ ## Dataset showcase
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+
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+ Each row follows one articulated object from its original textured mesh through
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+ part decomposition and affordance grounding to the motion of all articulated
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+ parts. In the affordance view, **redder parts indicate higher interactivity**.
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+
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+ | Original Mesh | Part Decomposition | Affordance | Articulated Motion |
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+ | :---: | :---: | :---: | :---: |
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+ | Raw textured geometry | Part-level segmentation | <img src="./assets/bar.png" alt="Affordance color scale from less to more interaction" width="120" height="26"><br>**Redder = more interactive** | All articulated parts in motion |
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+ | <img src="./assets/1_original_360.gif" alt="Example 1 original mesh" width="240" height="135"> | <img src="./assets/1_multicolor_360.gif" alt="Example 1 part decomposition" width="240" height="135"> | <img src="./assets/1_affordance_360.gif" alt="Example 1 affordance visualization" width="240" height="135"> | <img src="./assets/1_all_joints_motion.gif" alt="Example 1 articulated motion" width="240" height="135"> |
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+ | <img src="./assets/2_original_360.gif" alt="Example 2 original mesh" width="240" height="135"> | <img src="./assets/2_multicolor_360.gif" alt="Example 2 part decomposition" width="240" height="135"> | <img src="./assets/2_affordance_360.gif" alt="Example 2 affordance visualization" width="240" height="135"> | <img src="./assets/2_all_joints_motion.gif" alt="Example 2 articulated motion" width="240" height="135"> |
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+ | <img src="./assets/3_original_360.gif" alt="Example 3 original mesh" width="240" height="135"> | <img src="./assets/3_multicolor_360.gif" alt="Example 3 part decomposition" width="240" height="135"> | <img src="./assets/3_affordance_360.gif" alt="Example 3 affordance visualization" width="240" height="135"> | <img src="./assets/3_all_joints_motion.gif" alt="Example 3 articulated motion" width="240" height="135"> |
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+
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+ ## Simulation-based embodied interaction
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+
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+ **1. Drawer Pulling**
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+
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+ | Initial State &rarr; | Physical Contact &rarr; | Actuated State |
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+ | :---: | :---: | :---: |
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+ | <img src="./assets/simulation_1_initial_placeholder.png" alt="Drawer pulling initial state" width="300" height="169"> | <img src="./assets/simulation_1_contact_placeholder.png" alt="Drawer pulling physical contact" width="300" height="169"> | <img src="./assets/simulation_1_actuated_placeholder.png" alt="Drawer pulling actuated state" width="300" height="169"> |
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+
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+ **2. Faucet Turning**
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+
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+ | Initial State &rarr; | Physical Contact &rarr; | Actuated State |
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+ | :---: | :---: | :---: |
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+ | <img src="./assets/simulation_2_initial_placeholder.png" alt="Faucet turning initial state" width="300" height="169"> | <img src="./assets/simulation_2_contact_placeholder.png" alt="Faucet turning physical contact" width="300" height="169"> | <img src="./assets/simulation_2_actuated_placeholder.png" alt="Faucet turning actuated state" width="300" height="169"> |
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+
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+ **3. Laptop Closing**
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+
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+ | Initial State &rarr; | Physical Contact &rarr; | Actuated State |
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+ | :---: | :---: | :---: |
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+ | <img src="./assets/simulation_3_initial_placeholder.png" alt="Laptop closing initial state" width="300" height="169"> | <img src="./assets/simulation_3_contact_placeholder.png" alt="Laptop closing physical contact" width="300" height="169"> | <img src="./assets/simulation_3_actuated_placeholder.png" alt="Laptop closing actuated state" width="300" height="169"> |
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+
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  ## Release scope
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  | Statistic | Value |
 
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  | Entity ID range | `UPB_00000454`–`UPB_00001926` |
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  | Role | Primary release |
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+ The complete benchmark used in the paper contains 1,927 articulated 3D objects
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+ and is hosted as two independent releases:
87
 
88
  | Release | Contents | Objects | Entity IDs |
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  | --- | --- | ---: | --- |
 
95
  terms applicable to the assets it contains. Entity IDs are globally unique
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  across the two releases and should not be renumbered.
97
 
98
+ The benchmark covers diverse object categories, structural complexities, part
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+ granularities, modeling styles, scales, masses, materials, and articulation
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+ patterns.
 
101
 
102
  ## Benchmark construction
103
 
 
232
  For movable parts, `B` contains prismatic parameters and `C` contains revolute
233
  parameters; `axis`, `pos`, `range`, and `damping` describe the corresponding
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  joint.
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+ `range` is the `[lower, upper]` motion interval; for a revolute (`C`) joint,
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+ both limits are rotation angles expressed in radians.
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238
  ### Object-level annotations
239
 
 
295
  embeds that record as `source_sample`, which the evaluation package reads as
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  ground truth.
297
 
298
+ To reproduce results on the complete benchmark of 1,927 articulated objects,
299
+ also download [UniPhys-Bench Part 2](https://huggingface.co/datasets/breezexian/UniPhys-Bench-Part2)
300
  and evaluate both releases with the same protocol. Keep the original entity IDs
301
  when preparing a combined data root.
302
 
 
355
 
356
  ## Licensing and provenance
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+ The complete contents of this release—including assets, annotations, metadata,
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+ derived representations, and dataset organization—are licensed under
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+ [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/). Commercial
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+ use is not permitted. See
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+ [LICENSE_UNIPHYS_BENCH](LICENSE_UNIPHYS_BENCH) for the release-specific license
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+ notice and attribution information.
 
 
 
 
 
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  Use the `source` field in each entity's `meta_data.json` to retain the supplied
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  organization and license reference. Retain all required attribution, license,
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+ and modification notices when sharing the data.
 
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  ## Citation
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