Author

M. Abramov

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Preprint Aug 2026

Think Shallow, Solve Deep: Controlling Recurrent Dynamics for Reliable Test-Time Depth

This work gives a sufficient condition for depth-safety: once an operator's per-step displacement is small relative to the decoder margin, the decoded answer cannot change under further iterations, and gives four operational criteria for useful test-time depth.

Ivan Viakhirev, Kirill Borodin, Amirah Almutairi et al. · 6 citations

Open access 2026

MultiCAT-Bench: A Multi-Categorical Agent Tool Use Benchmark

MultiCAT-Bench, the first benchmark focused on detailed categorization of tasks for assessing tool utilization, is introduced, along with an approach for its automated generation, which utilizes the GPT-5 family.

A. Vyatkin, A. Poptsov, V. Oliseenko et al. · IEEE Access · 0 citations