…Finally, our preliminary evaluation suggests that recent agentic approaches, including MLLM-based video agents and coding agents , do not readily resolve these failures, still falling short on VSTAT. View arXiv page View…
…AI-generated summary Frontier coding agents solve complex tasks when given complete context but collapse when specifications are incomplete or ambiguous. The bottleneck is not raw capability, but judgment: knowing when to…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Search agents are often trained as policies over growing transcripts: the model must decide how to search while also remembering what it has seen…
…We release FastKernels as a stepping stone toward kernel agents whose benchmark gains translate directly into production throughput improvements. Code is available at https://github.com/Snowflake-AI-Research/ fastkernels View arXiv…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Monitoring autonomous language model agents currently relies mostly on surface behavior. But what happens when agent populations invent new languages with the goal of…
…code RC-7291 →
…Advancing PRMs for Reinforcing Code Agents (2026) Stabilizing Efficient Reasoning with Step-Level Advantage Selection (2026) Doing More With Less: Revisiting the Effectiveness of LLM Pruning for Test-Time Scaling (2026) EnvSimBench…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Personalization is a crucial capability of modern language agents . However, current research primarily positions personalized agents as passive responders to user preferences, limiting their…
…View arXiv page View PDF Add to collection Community SEIG is an agentic framework that reconstructs 3D scenes from single images by progressively generating executable Blender code, enabling novel-view synthesis, scene…
…Towards Multimodal Web Coding Evaluation for Code Language Models (2026) WebGameBench: Requirement-to-Application Evaluation for Coding Agents via Browser-Native Games (2026) WorldCoder-Bench: Benchmarking Physically Grounded 3D World Synthesis (2026…