Acknowledgements
Built on the work of researchers and the tools that make their work easier to discover.
Research sources
Paper and citation information comes from arXiv, Semantic Scholar and OpenAlex. Citations and passages link back to the original work.
Built with Llama
Our sourced answers use OpenScholar, based on Llama 3.1.
We also use Qwen3, SciNCL, OpenScholar Reranker and BERTopic for research analysis, retrieval and topic organisation.
License notices
Llama 3.1 is licensed under the Llama 3.1 Community License, Copyright © Meta Platforms, Inc. All Rights Reserved. Llama Acceptable Use Policy.
- Qwen3 base models: Apache License 2.0. SciNCL, OpenScholar Reranker and BERTopic: MIT licenses. The linked repositories contain their notices.
- arXiv metadata and OpenAlex data: CC0. Individual papers retain their own licenses.
- Semantic Scholar contributions: Academic Graph API agreement and applicable source and dataset licenses.
For a correction or rights request, contact contact@mapofideas.com with the source link.