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*Strategic behavior in LLM-as-a-service markets.*
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* π [Read the Paper](https://arxiv.org/abs/2601.21839)
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* π» [View Code (GitHub)](https://github.com/Human-Centric-Machine-Learning/strategic-ttc)
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* πΎ [**Download Dataset**](https://huggingface.co/datasets/Human-Centric-Machine-Learning/strategic-ttc-data) β *Contains full inference traces: sampled answers, token counts, correctness labels, and Best-of-N scores.*
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*Strategic behavior in LLM-as-a-service markets.*
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* π [Read the Paper](https://arxiv.org/abs/2601.21839)
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* π» [View Code (GitHub)](https://github.com/Human-Centric-Machine-Learning/strategic-ttc)
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* πΎ [**Download Dataset**](https://huggingface.co/datasets/Human-Centric-Machine-Learning/strategic-ttc-data) β *Contains full inference traces: sampled answers, token counts, correctness labels, and Best-of-N scores.*
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**Tokenization Multiplicity Leads to Arbitrary Price Variation in LLM-as-a-service**
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*Solving tokenization multiplicity with a simple and efficient sampling method.*
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* π [Read the Paper](https://www.arxiv.org/abs/2506.06446)
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* π» [View Code (GitHub)](https://github.com/Human-Centric-Machine-Learning/Tokenization-Multiplicity)
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* πΎ [**Download Dataset**](https://huggingface.co/Human-Centric-Machine-Learning)
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