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
Remove library_name so HF stops advertising a joblib checkpoint that does not exist; add inference:false, dataset cross-link, arXiv tag
Browse files
README.md
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license: mit
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-
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tags:
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- research-artifact
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- llm-routing
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- multi-agent-systems
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- cost-aware-inference
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- protocol-selection
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- emnlp2026
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language:
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- en
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pipeline_tag: tabular-classification
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# Cost-Aware Protocol Routing — research artifact card
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### Why no checkpoint is published
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A trained metadata-only router exists in our internal results. We chose not to
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publish it:
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---
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license: mit
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# NOTE: library_name is deliberately NOT set. Declaring `sklearn` makes Hugging
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# Face render a "Use this model" widget with a joblib.load(...) snippet pointing
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# at a checkpoint file. This repository ships no checkpoint, by design (see
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# "Why no checkpoint is published" below), so that widget would send readers to
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# a file that does not exist.
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inference: false
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datasets:
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- AgentsSci/EMNLP_Cost-Aware-Protocol-Routing
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tags:
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- research-artifact
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- llm-routing
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- multi-agent-systems
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- cost-aware-inference
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- protocol-selection
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- calibration
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- reasoning
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- reproducibility
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- arxiv:2608.14927
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- emnlp2026
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language:
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- en
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---
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# Cost-Aware Protocol Routing — research artifact card
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### Why no checkpoint is published
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> **If you see a `joblib.load(...)` snippet on this page, ignore it.** Hugging
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> Face auto-generates a "Use this model" widget for scikit-learn repositories,
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> and it points at a `sklearn_model.joblib` that **does not exist here**. That
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> is not a broken upload: no checkpoint is published, deliberately, for the
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> reasons below.
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A trained metadata-only router exists in our internal results. We chose not to
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publish it:
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