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+# Third-Party Software Attribution Notice
+
+This project incorporates components from the following third-party open-source software.  
+All third-party software is used as obtained, without modification, unless otherwise noted.
+
+---
+
+## 📘 Open Source Libraries
+
+| Component | Type | License | Author / Copyright | URL |
+|------------|------|----------|--------------------|-----|
+| **Datasets** | Dataset loading library | Apache-2.0 | Hugging Face | https://github.com/huggingface/datasets |
+| **FastAPI** | Python web framework | MIT | Sebastián Ramírez | https://github.com/tiangolo/fastapi |
+| **Gradio** | ML web UI | Apache-2.0 | Gradio Labs | https://github.com/gradio-app/gradio |
+| **Hydra-core** | Configuration management | MIT | Facebook Research | https://github.com/facebookresearch/hydra |
+| **MLflow** | Experiment tracking | Apache-2.0 | Databricks Inc. | https://github.com/mlflow/mlflow |
+| **Math-Verify** | Math reasoning verifier | Apache-2.0 | Hugging Face | https://github.com/huggingface/Math-Verify |
+| **OmegaConf** | Config library | BSD-3-Clause | Omry Yadan | https://github.com/omry/omegaconf |
+| **OpenAI Python** | API client | Apache-2.0 | OpenAI | https://github.com/openai/openai-python |
+| **spaCy Model (en_core_web_sm)** | NLP embedding model | MIT | Explosion AI | https://github.com/explosion/spacy-models/releases/tag/en_core_web_sm-3.8.0 |
+| **Uvicorn** | ASGI server | BSD-3-Clause | Encode OSS Ltd. | https://github.com/encode/uvicorn |
+| **uvloop** | Async event loop | Apache-2.0 OR MIT | MagicStack Inc. | https://github.com/MagicStack/uvloop |
+
+
+---
+
+## 🧩 NVIDIA Components
+
+| Component | Type | License | Author | URL |
+|------------|------|----------|--------|-----|
+| **verifiable-instructions** | Library | NVIDIA internal | NVIDIA Corporation | https://github.com/abukharin-nv/verifiable-instructions |
+
+---
+
+## ⚖️ License Text References
+
+All license texts are available online:
+- [Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0)
+- [MIT License](https://opensource.org/licenses/MIT)
+- [BSD 3-Clause License](https://opensource.org/licenses/BSD-3-Clause)
+
+---
+
+## 📄 SPDX Identifiers and Notices
+
+Each NVIDIA-authored source file in this project includes an SPDX identifier and NVIDIA copyright notice:
+
+```python
+# SPDX-License-Identifier: Apache-2.0
+# Copyright (c) 2025 NVIDIA Corporation. All rights reserved.
+