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README.md
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@@ -30,8 +30,7 @@ transit kiosk. The model receives kiosk events, calls structured tools (route pl
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calculator, station info, disruption feed, knowledge base) and submits a terminal state: outcome,
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fare quote where applicable, kiosk action.
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Paper: [MetroLLM-Bench: Evaluating Language Models as Transit Kiosk Runtimes](https://arxiv.org/abs/2609.10016)
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- [HF paper page](https://huggingface.co/papers/2609.10016)).
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Code, harness and ground-truth generator:
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[github.com/continker/metrollm-bench](https://github.com/continker/metrollm-bench).
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Fine-tuned students: the [MetroLLM-Bench v24 collection](https://huggingface.co/collections/continker/metrollm-bench-v24-6a35b586a11068e1b1ba3d47).
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calculator, station info, disruption feed, knowledge base) and submits a terminal state: outcome,
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fare quote where applicable, kiosk action.
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Paper: [MetroLLM-Bench: Evaluating Language Models as Transit Kiosk Runtimes](https://arxiv.org/abs/2609.10016); [HF paper page](https://huggingface.co/papers/2609.10016).
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Code, harness and ground-truth generator:
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[github.com/continker/metrollm-bench](https://github.com/continker/metrollm-bench).
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Fine-tuned students: the [MetroLLM-Bench v24 collection](https://huggingface.co/collections/continker/metrollm-bench-v24-6a35b586a11068e1b1ba3d47).
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