Is Your LLM Overcharging You? Tokenization, Transparency, and Incentives

27 May 2025

Ander Artola Velasco

Stratis Tsirtsis

Nastaran Okati

Manuel Gomez Rodriguez

ArXiv (abs)PDF HTML

Papers citing "Is Your LLM Overcharging You? Tokenization, Transparency, and Incentives"

21 / 21 papers shown

Title
Energy Considerations of Large Language Model Inference and Efficiency Optimizations Jared Fernandez Clara Na Vashisth Tiwari Yonatan Bisk Sasha Luccioni Emma Strubell 93 5 0 24 Apr 2025
Are You Getting What You Pay For? Auditing Model Substitution in LLM APIs Will Cai Tianneng Shi Xuandong Zhao Dawn Song 61 6 0 07 Apr 2025
SpeCache: Speculative Key-Value Caching for Efficient Generation of LLMs Shibo Jie Yehui Tang Kai Han Zhi-Hong Deng Jing Han 139 1 0 20 Mar 2025
Green Prompting Marta Adamska Daria Smirnova Hamid Nasiri Zhengxin Yu Peter Garraghan 512 1 0 09 Mar 2025
Adversarial Tokenization Renato Lui Geh Zilei Shao Guy Van den Broeck SILM AAML 128 2 0 04 Mar 2025
Game Theory Meets Large Language Models: A Systematic Survey Haoran Sun Yusen Wu Yukun Cheng Xu Chu LM&MA OffRL AI4CE 126 5 0 13 Feb 2025
Evaluation of Large Language Models via Coupled Token Generation N. C. Benz Stratis Tsirtsis Eleni Straitouri Ivi Chatzi Ander Artola Velasco Suhas Thejaswi Manuel Gomez Rodriguez 98 1 0 03 Feb 2025
Fine-Tuning Games: Bargaining and Adaptation for General-Purpose Models Benjamin Laufer Jon M. Kleinberg Hoda Heidari 116 10 0 03 Jan 2025
Pricing and Competition for Generative AI Rafid Mahmood 71 4 0 04 Nov 2024
Counterfactual Token Generation in Large Language Models Ivi Chatzi N. C. Benz Eleni Straitouri Stratis Tsirtsis Manuel Gomez Rodriguez LRM 86 5 0 25 Sep 2024
Where is the signal in tokenization space? Renato Lui Geh Honghua Zhang Kareem Ahmed Benjie Wang Guy Van den Broeck 65 7 0 16 Aug 2024
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters Charlie Snell Jaehoon Lee Kelvin Xu Aviral Kumar LRM 192 692 0 06 Aug 2024
Incentivizing Quality Text Generation via Statistical Contracts Eden Saig Ohad Einav Inbal Talgam-Cohen 74 5 0 17 Jun 2024
Tokenization counts: the impact of tokenization on arithmetic in frontier LLMs Aaditya K. Singh DJ Strouse 96 60 0 22 Feb 2024
STEER: Assessing the Economic Rationality of Large Language Models Narun K. Raman Taylor Lundy S. Amouyal Yoav Levine Kevin Leyton-Brown Moshe Tennenholtz 41 8 0 14 Feb 2024
Generative Social Choice Sara Fish Paul Gölz David C. Parkes Ariel D. Procaccia Gili Rusak Itai Shapira Manuel Wüthrich 72 36 0 03 Sep 2023
Reading Between the Lines: Modeling User Behavior and Costs in AI-Assisted Programming Hussein Mozannar Gagan Bansal Adam Fourney Eric Horvitz 106 117 0 25 Oct 2022
Byte Pair Encoding is Suboptimal for Language Model Pretraining Kaj Bostrom Greg Durrett 63 211 0 07 Apr 2020
Neural Machine Translation of Rare Words with Subword Units Rico Sennrich Barry Haddow Alexandra Birch 228 7,755 0 31 Aug 2015
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 282 19,107 0 20 Dec 2014
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 282 14,961 1 21 Dec 2013