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Guohao Li

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#machine learning Preprint Jun 2026

Running the Gauntlet: Hard Agentic Tasks

GauntletBench, a web-based benchmark for evaluating agent generalisation in challenging scenarios, focusing on three underexplored capabilities (temporal perception, graphical understanding, and 3D reasoning), is introduced, revealing the substantial gap between current agent capabilities and those required for complex...

Mykola Vysotskyi, Runqi Lin, Grzegorz Biziel et al. · 0 citations
Preprint Jul 2026

SETA: Scaling Environments for Terminal Agents

This work constructs and releases SETA-Env, the largest open-source verifiable terminal RL dataset to date, containing over 4,500 environments, and demonstrates that SETA- Env provides high-quality training environments for terminal agents and serves as a valuable resource for advancing research on terminal-based agent...

Q. Shen, Zhiqi Huang, V. Kamanuru et al. · 8 citations · ⚡2

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