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Notes on cost efficiency
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BDH-CQ: In-Context Learning with Recurrent Latent Reasoning
The paper introduces BDH-CQ, a model that combines in-context learning and recurrent latent reasoning. The model updates its memory based on inputs presented during inference, solves queries through iterative…
Beyond Success Rate: Cost-Aware Evaluation of Offensive and Defensive Security Agents
The researchers evaluated language model security agents based on cost efficiency in addition to their success rates, focusing on offensive CTF challenges and defensive Splunk BOTS v1 investigation challenges. They…
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