Datasets:
Formats:
csv
Sub-tasks:
multi-class-classification
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
multi-agent-systems
llm-routing
cost-aware-inference
calibration
agent-collaboration
reasoning
License:
File size: 2,701 Bytes
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message: "If you use this dataset, please cite the accompanying paper."
title: "Cost-Aware Protocol Routing: Matched Protocol Outcomes"
abstract: >-
Per-problem matched outcomes for four LLM collaboration protocols (Baseline,
Single, PER, Broadcast) across ten benchmark-by-solver settings, with
fixed-order oracle labels, held-out router predictions, confidence-probe
measurements, and the paper's aggregate result tables. Upstream benchmark
problem text is not redistributed; stable identifiers and reconstruction
instructions are provided instead.
type: dataset
license: CC-BY-4.0
version: "1.0.0"
date-released: "2026-09-23"
contact:
- email: "bellayang@anl.gov"
family-names: Yang
given-names: Chih-Hsuan
authors:
- family-names: Yang
given-names: Chih-Hsuan
affiliation: "Argonne National Laboratory, Lemont, IL, USA"
email: "bellayang@anl.gov"
- family-names: Jiang
given-names: Jingyan
affiliation: "Argonne National Laboratory, Lemont, IL, USA"
- family-names: Yang
given-names: Cheng-Hau
affiliation: "Argonne National Laboratory, Lemont, IL, USA"
- family-names: Vasudevan
given-names: Vikram
affiliation: "Oregon State University, Corvallis, OR, USA"
- family-names: Zheng
given-names: Huihuo
affiliation: "Argonne National Laboratory, Lemont, IL, USA"
- family-names: Vishwanath
given-names: Venkatram
affiliation: "Argonne National Laboratory, Lemont, IL, USA"
- family-names: Thakur
given-names: Rajeev
affiliation: "Argonne National Laboratory, Lemont, IL, USA"
keywords:
- multi-agent-systems
- llm-routing
- cost-aware-inference
- calibration
- reasoning
repository-code: "https://github.com/ChihHsuan-Yang/EMNLP_Cost-Aware-Protocol-Routing"
url: "https://chihhsuan-yang.github.io/EMNLP_Cost-Aware-Protocol-Routing/"
preferred-citation:
type: conference-paper
title: >-
LLMs Can Predict Failure Risk, But Struggle to Predict Which Collaboration
Protocol Pays Off: Cost-Aware Protocol Routing Across Reasoning Tasks
year: 2026
collection-title: "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing (EMNLP)"
identifiers:
- type: other
value: "arXiv:2608.14927"
url: "https://arxiv.org/abs/2608.14927"
authors:
- family-names: Yang
given-names: Chih-Hsuan
- family-names: Jiang
given-names: Jingyan
- family-names: Yang
given-names: Cheng-Hau
- family-names: Vasudevan
given-names: Vikram
- family-names: Zheng
given-names: Huihuo
- family-names: Vishwanath
given-names: Venkatram
- family-names: Thakur
given-names: Rajeev
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