This PR updates the dataset card to link it to the peer-reviewed paper on Hugging Face (https://huggingface.co/papers/2607.03644) and highlights the official GitHub repository. It also appends `other` to the task categories in the YAML metadata.
README: document pretraining/ + benchmark/ split with per-part download