Scikit-learn
Joblib
English
protocol-routing
llm-routing
multi-agent-systems
cost-aware-inference
protocol-selection
calibration
reasoning
reproducibility
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
File size: 17,241 Bytes
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tier01:10,test,baseline_llm,baseline_llm
tier01:100,test,baseline_llm,baseline_llm
tier01:101,test,baseline_llm,baseline_llm
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tier02:136,test,none,baseline_llm
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tier02:173,test,single_agent,baseline_llm
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tier02:21,test,baseline_llm,baseline_llm
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tier02:326,test,baseline_llm,baseline_llm
tier02:330,test,none,baseline_llm
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tier02:351,test,baseline_llm,baseline_llm
tier02:353,test,baseline_llm,baseline_llm
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tier02:405,test,baseline_llm,baseline_llm
tier02:441,test,single_agent,baseline_llm
tier02:445,test,baseline_llm,baseline_llm
tier02:455,test,baseline_llm,baseline_llm
tier02:462,test,baseline_llm,baseline_llm
tier02:471,test,baseline_llm,baseline_llm
tier02:473,test,baseline_llm,baseline_llm
tier02:477,test,single_agent,baseline_llm
tier02:478,test,baseline_llm,baseline_llm
tier02:484,test,baseline_llm,baseline_llm
tier02:488,test,baseline_llm,baseline_llm
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tier03:11,test,baseline_llm,baseline_llm
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tier04:1012,test,baseline_llm,baseline_llm
tier04:1038,test,single_agent,none
tier04:1041,test,single_agent,baseline_llm
tier04:1049,test,none,per
tier04:1057,test,baseline_llm,baseline_llm
tier04:1068,test,single_agent,baseline_llm
tier04:1074,test,single_agent,baseline_llm
tier04:1076,test,broadcast,baseline_llm
tier04:108,test,baseline_llm,baseline_llm
tier04:1084,test,per,baseline_llm
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tier04:1104,test,baseline_llm,baseline_llm
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tier04:129,test,single_agent,baseline_llm
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tier04:16,test,baseline_llm,baseline_llm
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tier04:222,test,baseline_llm,baseline_llm
tier04:224,test,single_agent,baseline_llm
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tier04:247,test,none,baseline_llm
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tier04:263,test,broadcast,baseline_llm
tier04:277,test,single_agent,baseline_llm
tier04:278,test,baseline_llm,baseline_llm
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tier04:304,test,baseline_llm,baseline_llm
tier04:350,test,baseline_llm,baseline_llm
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tier04:420,test,baseline_llm,baseline_llm
tier04:422,test,single_agent,baseline_llm
tier04:426,test,baseline_llm,baseline_llm
tier04:438,test,baseline_llm,single_agent
tier04:445,test,none,baseline_llm
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tier04:48,test,baseline_llm,baseline_llm
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tier04:719,test,baseline_llm,baseline_llm
tier04:72,test,baseline_llm,baseline_llm
tier04:727,test,baseline_llm,baseline_llm
tier04:742,test,baseline_llm,baseline_llm
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tier04:787,test,baseline_llm,baseline_llm
tier04:799,test,baseline_llm,baseline_llm
tier04:800,test,single_agent,baseline_llm
tier04:81,test,baseline_llm,baseline_llm
tier04:811,test,single_agent,baseline_llm
tier04:814,test,baseline_llm,baseline_llm
tier04:816,test,baseline_llm,baseline_llm
tier04:820,test,baseline_llm,baseline_llm
tier04:84,test,baseline_llm,baseline_llm
tier04:842,test,baseline_llm,baseline_llm
tier04:847,test,baseline_llm,baseline_llm
tier04:848,test,baseline_llm,baseline_llm
tier04:85,test,baseline_llm,baseline_llm
tier04:858,test,baseline_llm,baseline_llm
tier04:86,test,single_agent,baseline_llm
tier04:871,test,baseline_llm,baseline_llm
tier04:878,test,per,baseline_llm
tier04:89,test,baseline_llm,baseline_llm
tier04:892,test,baseline_llm,baseline_llm
tier04:896,test,baseline_llm,baseline_llm
tier04:897,test,baseline_llm,baseline_llm
tier04:907,test,baseline_llm,baseline_llm
tier04:925,test,baseline_llm,baseline_llm
tier04:932,test,baseline_llm,baseline_llm
tier04:936,test,single_agent,baseline_llm
tier04:947,test,single_agent,baseline_llm
tier04:957,test,baseline_llm,baseline_llm
tier04:963,test,baseline_llm,baseline_llm
tier04:966,test,baseline_llm,baseline_llm
tier04:972,test,baseline_llm,baseline_llm
tier04:977,test,single_agent,baseline_llm
tier04:996,test,baseline_llm,baseline_llm
tier05:1025,test,single_agent,baseline_llm
tier05:1039,test,baseline_llm,baseline_llm
tier05:1058,test,baseline_llm,baseline_llm
tier05:1067,test,per,none
tier05:11,test,single_agent,baseline_llm
tier05:139,test,baseline_llm,baseline_llm
tier05:14,test,baseline_llm,baseline_llm
tier05:152,test,single_agent,baseline_llm
tier05:171,test,broadcast,baseline_llm
tier05:175,test,baseline_llm,baseline_llm
tier05:180,test,baseline_llm,baseline_llm
tier05:19,test,baseline_llm,baseline_llm
tier05:206,test,baseline_llm,single_agent
tier05:215,test,per,baseline_llm
tier05:219,test,single_agent,baseline_llm
tier05:22,test,baseline_llm,baseline_llm
tier05:236,test,broadcast,baseline_llm
tier05:242,test,baseline_llm,baseline_llm
tier05:250,test,baseline_llm,baseline_llm
tier05:255,test,baseline_llm,baseline_llm
tier05:26,test,baseline_llm,baseline_llm
tier05:261,test,single_agent,baseline_llm
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tier05:283,test,per,none
tier05:29,test,single_agent,baseline_llm
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tier05:30,test,baseline_llm,baseline_llm
tier05:326,test,baseline_llm,baseline_llm
tier05:332,test,single_agent,single_agent
tier05:334,test,baseline_llm,baseline_llm
tier05:338,test,single_agent,baseline_llm
tier05:350,test,none,baseline_llm
tier05:351,test,baseline_llm,baseline_llm
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tier05:405,test,single_agent,baseline_llm
tier05:411,test,baseline_llm,baseline_llm
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tier05:443,test,per,baseline_llm
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tier05:47,test,baseline_llm,baseline_llm
tier05:481,test,baseline_llm,baseline_llm
tier05:492,test,per,baseline_llm
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tier05:524,test,single_agent,baseline_llm
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tier05:583,test,per,baseline_llm
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tier05:60,test,none,baseline_llm
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tier05:634,test,broadcast,baseline_llm
tier05:635,test,none,baseline_llm
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tier05:663,test,broadcast,baseline_llm
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tier05:680,test,baseline_llm,baseline_llm
tier05:687,test,per,baseline_llm
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tier06:18,test,per,none
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tier06:266,test,single_agent,single_agent
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tier06:28,test,none,none
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tier07:44,test,per,single_agent
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tier08:112,test,per,per
tier08:113,test,baseline_llm,per
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tier08:135,test,baseline_llm,single_agent
tier08:136,test,single_agent,baseline_llm
tier08:147,test,none,baseline_llm
tier08:149,test,per,single_agent
tier08:168,test,single_agent,baseline_llm
tier08:179,test,single_agent,none
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tier08:200,test,single_agent,none
tier08:201,test,per,single_agent
tier08:216,test,single_agent,single_agent
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tier08:70,test,single_agent,per
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tier08:83,test,none,single_agent
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tier09:18,test,broadcast,single_agent
tier09:27,test,baseline_llm,single_agent
tier09:3,test,single_agent,baseline_llm
tier09:32,test,per,baseline_llm
tier09:39,test,none,per
tier09:42,test,single_agent,single_agent
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tier10:15,test,single_agent,per
tier10:5,test,baseline_llm,single_agent
tier10:9,test,single_agent,single_agent
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