Exact
exact.com
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Overview
Exact is a Dutch software company founded in 1984 and headquartered in Delft. Its cloud accounting and enterprise resource planning products serve hundreds of thousands of small and mid-sized businesses. The company is a market leader in Benelux business software and has grown through many acquisitions.
News
PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction
Abstract page for arXiv paper 2607.29378: PTP: Previous-Token Prediction based LLM Inversion for Near-Exact Prompt Reconstruction
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Justin Schroeder (@jpschroeder) on X
This chart says so much....- Literally the exact same prompt.- All long horizon one-shots.- Totally reflects real-world experience.
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