…Chung-En Sun , , Abstract Tool-calling language model agents exhibit improved safety after initial interactions, with a systematic benchmark demonstrating enhanced security through prior task completion. Generated by Qwen/Qwen2.5-Coder…
…Across 8 benchmarks, TIDE improves over the BD3LM baseline by +1.53 on average, and achieves +16.48 on HumanEval over a same-size AR model. The 0.6B student further achieves…
…The code is available at: https://github.com/Wang-Yanting/FlashRT View arXiv page View PDF GitHub 2 Add to collection Community The code is available at https://github.com/wang-yanting…
…addresses through GUI-RobustEval and Robustness-driven Trajectory Synthesis, demonstrating improved performance on real-world benchmarks. Generated by Qwen/Qwen2.5-Coder-32B-Instruct While GUI agents have advanced rapidly, they often…
…enables long-horizon machine learning algorithm discovery through improved search mechanisms, memory systems, and adaptive coding strategies. Generated by Qwen/Qwen2.5-Coder-32B-Instruct Large language model (LLM) agents are increasingly…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Reinforcement learning with verifiable rewards (e.g. GRPO ) is now a common way to improve mathematical reasoning in Large Language Models (LLMs). However, current…
…Observability-Driven Automatic Evolution of Coding-Agent Harnesses (2026) Reward Hacking Benchmark: Measuring Exploits in LLM Agents with Tool Use (2026) Continual Harness: Online Adaptation for Self-Improving Foundation Agents (2026) RoboPhD…
…improves upon one-shot Program-of-Thought by enabling deterministic verified replay and recovery through environment interaction, achieving higher success rates across multiple models and benchmarks. Generated by Qwen/Qwen2.5-Coder…
…Further analyses show that COPSD improves answer-format adherence, strengthens test-time scaling , and generalizes to harder multilingual reasoning benchmarks , with especially large gains for lower-resource languages. We make our code…
…Karim Knaebel , Gonzalo Martin Garcia , , , , , Abstract SurGe improves 3D reconstruction accuracy by introducing a point map normal metric and combining point gradient matching loss with Neighborhood Attention Decoder for better local surface…