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Dataset Card for BlueLense
Dataset Summary
Dataset Details
| Model | Description | Checkpoint Used | Dataset | Split |
|---|---|---|---|---|
| GDINO | Features from COCO 2017 training set | groundingdino-swint-ogc |
COCO | COCO_TRAIN |
| GDINO | Features from COCO 2017 validation set | groundingdino-swint-ogc |
COCO | COCO_VAL |
| GDINO | ~100 random samples from COCO 2017 | groundingdino-swint-ogc |
COCO | COCO_MINI |
| DETR | ~100 random samples from COCO 2017 | detr_r50_8xb2-150e_coco_20221023_153551-436d03e8 |
COCO | COCO_MINI |
| DINO-DETR | ~100 random samples from COCO 2017 | dino-5scale_swin-l_8xb2-36e_coco |
COCO | COCO_MINI |
Creators: Intel Labs
Version: 1.0 (Updated: 2025-05-02)
Number of Training Samples: >100M
Number of Test Samples: >500K
Format: pyarrow format
Intended Use
- Primary Uses:
- These intermediate features or tokens are primarily intended for insights and exploratory analysis in explainable AI, as well as for training ad-hoc models such as linear probes, Sparse AutoEncoders (SAEs), or transcoders.
- This is also an example of a dataset that can be extracted using the feature recorder (intercept_manager) from the BlueGlass repository, providing a guiding dataset for further analysis.
- Out-of-Scope Uses: This dataset is not intended for commercial use or for training models that will be deployed in real-world scenarios without further verification and validation.
Data Collection Process
This dataset contains intermediate features extracted from various layers of transformer models using the intercept_manager module from BlueGlass. The features are recorded from different probe positions within the model, as illustrated in the image below, enabling fine-grained analysis and interoperability.
Ethical Considerations
Intel is committed to respecting human rights and avoiding causing or contributing to adverse impacts on human rights. See Intel’s Global Human Rights Principles. Intel’s products and software are intended only to be used in applications that do not cause or contribute to adverse impacts on human rights.
Contact Information
- Issues: For any issues or questions regarding the dataset, please contact the maintainers or open an issue in the dataset repository.
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