Scikit-learn
Joblib
English
protocol-routing
llm-routing
multi-agent-systems
cost-aware-inference
protocol-selection
calibration
reasoning
reproducibility
arxiv:2608.14927
emnlp2026
Instructions to use AgentsSci/EMNLP_Cost-Aware-Protocol-Routing with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Scikit-learn
How to use AgentsSci/EMNLP_Cost-Aware-Protocol-Routing with Scikit-learn:
from huggingface_hub import hf_hub_download import joblib model = joblib.load( hf_hub_download("AgentsSci/EMNLP_Cost-Aware-Protocol-Routing", "sklearn_model.joblib") ) # only load pickle files from sources you trust # read more about it here https://skops.readthedocs.io/en/stable/persistence.html - Notebooks
- Google Colab
- Kaggle
Update paper links and citation to published EMNLP Findings version
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- README.md +25 -14
CITATION.cff
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@@ -37,7 +37,7 @@ url: "https://chihhsuan-yang.github.io/EMNLP_Cost-Aware-Protocol-Routing/"
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repository-code: "https://github.com/ChihHsuan-Yang/EMNLP_Cost-Aware-Protocol-Routing"
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license: MIT
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preferred-citation:
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type:
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title: "LLMs Can Predict Failure Risk, But Struggle to Predict Which Collaboration Protocol Pays Off: Cost-Aware Protocol Routing Across Reasoning Tasks"
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authors:
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- family-names: Yang
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- family-names: Thakur
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given-names: Rajeev
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year: 2026
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repository-code: "https://github.com/ChihHsuan-Yang/EMNLP_Cost-Aware-Protocol-Routing"
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license: MIT
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preferred-citation:
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type: conference-paper
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title: "LLMs Can Predict Failure Risk, But Struggle to Predict Which Collaboration Protocol Pays Off: Cost-Aware Protocol Routing Across Reasoning Tasks"
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authors:
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- family-names: Yang
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- family-names: Thakur
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given-names: Rajeev
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year: 2026
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month: 10
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start: 26995
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end: 27016
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doi: "10.18653/2026.findings-emnlp.1275"
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publisher:
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name: "Association for Computational Linguistics"
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collection-title: "Findings of the Association for Computational Linguistics: EMNLP 2026"
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url: "https://aclanthology.org/2026.findings-emnlp.1275/"
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README.md
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# Cost-Aware Protocol Routing — router model card
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**EMNLP 2026
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*LLMs Can Predict Failure Risk, But Struggle to Predict Which Collaboration Protocol Pays Off: Cost-Aware Protocol Routing Across Reasoning Tasks*
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[Paper (
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[PDF](https://
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[Project page](https://chihhsuan-yang.github.io/EMNLP_Cost-Aware-Protocol-Routing/) ·
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[Code](https://github.com/ChihHsuan-Yang/EMNLP_Cost-Aware-Protocol-Routing) ·
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[Dataset](https://huggingface.co/datasets/AgentsSci/EMNLP_Cost-Aware-Protocol-Routing)
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## Citation
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```bibtex
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@
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}
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```
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# Cost-Aware Protocol Routing — router model card
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**Published in Findings of EMNLP 2026 · pp. 26995–27016**
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*LLMs Can Predict Failure Risk, But Struggle to Predict Which Collaboration Protocol Pays Off: Cost-Aware Protocol Routing Across Reasoning Tasks*
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[Paper (ACL Anthology)](https://aclanthology.org/2026.findings-emnlp.1275/) ·
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[PDF](https://aclanthology.org/2026.findings-emnlp.1275.pdf) ·
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[Project page](https://chihhsuan-yang.github.io/EMNLP_Cost-Aware-Protocol-Routing/) ·
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[Code](https://github.com/ChihHsuan-Yang/EMNLP_Cost-Aware-Protocol-Routing) ·
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[Dataset](https://huggingface.co/datasets/AgentsSci/EMNLP_Cost-Aware-Protocol-Routing)
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## Citation
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```bibtex
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@inproceedings{yang-etal-2026-llms-predict,
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title = "{LLM}s Can Predict Failure Risk, But Struggle to Predict Which Collaboration Protocol Pays Off: Cost-Aware Protocol Routing Across Reasoning Tasks",
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author = "Yang, Chih-Hsuan and
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Jiang, Jingyan and
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Yang, Cheng-Hau and
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Vasudevan, Vikram and
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Zheng, Huihuo and
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Vishwanath, Venkatram and
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Thakur, Rajeev",
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editor = "Lee, Hung-Yi and
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Dev, Sunipa and
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Li, Jessy and
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Elliott, Desmond",
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booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026",
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month = oct,
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year = "2026",
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address = "Budapest, Hungary",
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publisher = "Association for Computational Linguistics",
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url = "https://aclanthology.org/2026.findings-emnlp.1275/",
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doi = "10.18653/2026.findings-emnlp.1275",
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pages = "26995--27016",
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ISBN = "979-8-89176-462-0"
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}
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```
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