TreePS-RAG: Tree-based Process Supervision for Reinforcement Learning in Agentic RAG

@article{tianhua2026,
  title = {TreePS-RAG: Tree-based Process Supervision for Reinforcement Learning in Agentic RAG},
  author = {Zhang, Tianhua and Li, Kun and Li, Junan and Li, Yunxiang and Luo, Hongyin and Wu, Xixin and Glass, James R. and Meng, Helen M.},
  journal = {Findings of the Association for Computational Linguistics: EMNLP 2026},
  year = {2026},
  month = {Jan},
  doi = {10.18653/2026.findings-emnlp.1007},
  url = {https://doi.org/10.18653/2026.findings-emnlp.1007},
}

Zhang, Tianhua et al. (2026). TreePS-RAG: Tree-based Process Supervision for Reinforcement Learning in Agentic RAG. Findings of the Association for Computational Linguistics: EMNLP 2026. https://doi.org/10.18653/2026.findings-emnlp.1007

Zhang, Tianhua, et al.. "TreePS-RAG: Tree-based Process Supervision for Reinforcement Learning in Agentic RAG." Findings of the Association for Computational Linguistics: EMNLP 2026, 2026, https://doi.org/10.18653/2026.findings-emnlp.1007.

Zhang, Tianhua, et al.. "TreePS-RAG: Tree-based Process Supervision for Reinforcement Learning in Agentic RAG." Findings of the Association for Computational Linguistics: EMNLP 2026 (2026). https://doi.org/10.18653/2026.findings-emnlp.1007

Zhang, Tianhua et al., 2026. TreePS-RAG: Tree-based Process Supervision for Reinforcement Learning in Agentic RAG. Findings of the Association for Computational Linguistics: EMNLP 2026. Available at: <https://doi.org/10.18653/2026.findings-emnlp.1007>.

TY  - JOUR
TI  - TreePS-RAG: Tree-based Process Supervision for Reinforcement Learning in Agentic RAG
AU  - Zhang, Tianhua
AU  - Li, Kun
AU  - Li, Junan
AU  - Li, Yunxiang
AU  - Luo, Hongyin
AU  - Wu, Xixin
AU  - Glass, James R.
AU  - Meng, Helen M.
PY  - 2026
JO  - Findings of the Association for Computational Linguistics: EMNLP 2026
DO  - 10.18653/2026.findings-emnlp.1007
UR  - https://doi.org/10.18653/2026.findings-emnlp.1007
ER  -