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--- |
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license: apache-2.0 |
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language: |
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- en |
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pretty_name: satcom_qa |
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tags: |
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- satellite |
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- communications |
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size_categories: |
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- n<1K |
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--- |
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# 🛰️ SATCOM Question-Answer Dataset |
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## Dataset Summary |
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**SATCOM-QA** is a **human-generated evaluation dataset** designed for testing LLM reasoning in Satellite Communications (SatCom). |
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It contains around 1,000 open-ended questions, of which about 30% involve mathematical or quantitative SatCom reasoning (e.g., link budget calculations, path loss, beamforming, SNR, orbital geometry). |
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The dataset is designed for evaluation purpose. |
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## Key Features |
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* **Human-written** questions & answers |
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* **Open-ended** free-form responses |
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* **Covers core SatCom/NTN domains**, including: |
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* Link Budget |
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* Propagation & Path Loss |
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* Frequency bands |
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* Beamforming & antennas |
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* Multi-layer NTNs (satellites, HAPS, UAVs) |
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* 6G integration |
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* Localization with NTNs |
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* 30% math-focused problems |
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* Includes **reference links** to the answers provided |
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* No synthetic content, no model-generated text |
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## Intended Use |
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* Benchmarking LLMs on **technical SatCom reasoning** |
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* Testing domain-specific expertise for |
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* NTN/6G research |
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* Satellite engineering |
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* Telecommunications academia/industry |
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* Evaluating mathematical reasoning in real-world SatCom tasks |
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## Data Structure |
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### Fields |
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* **question** *(string)* |
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* **answer** *(string, human-written)* |
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* **topic** *(string: e.g., Link Budget, Beamforming, NTNs, etc.)* |
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* **sources** *(list of URLs — academic references)* |
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* **math_required** *(bool)* |
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--- |
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## Source Material |
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Questions are based on **public academic literature**, including (examples): |
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* Multi-layer NTN architectures (ResearchGate) |
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* Integrated 6G TN/NTN (ResearchGate) |
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* NTN localization (arXiv) |
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* Link budget fundamentals (open-access journals) |
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## Example |
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```python |
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from datasets import load_dataset |
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ds = load_dataset("esa-sceva/satcom-qa") |
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test_ds = ds["train"] |
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print(test_ds[0]["question"]) |
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print(test_ds[0]["answer"]) |
