…Jingjie Ning , , , , Abstract Auto research operates as an empirical loop where agents iteratively refine code based on evaluation feedback, achieving improved performance across multiple tasks without human intervention. AI-generated summary We…
…We further design PrediMem, a dual-system VLA in which a high-level VLM planner manages a memory bank with recent and keyframe buffers and uses a predictive coding head to improve…
…Self-Evolving Reasoning RL via Verifiable Environment Synthesis Published on May 14 Submitted by taesiri on May 15 Authors: , , , , , Abstract Self-improving language models construct environments for training rather than generating data…
…Across 16 diverse tasks spanning medical diagnosis, legal analysis, code generation, web search, tool use, and embodied interaction, CASCADE improves macro-averaged success rate by 20.9% over zero-shot prompting while…
…significantly improves downstream answer quality compared to the same LLM without tool usage, highlighting the effectiveness of BioTool in enhancing the biomedical capabilities of LLMs. The full dataset and evaluation code are…
…the default BM25 setting, while increasing retrieval depth further improves surfaced evidence recall by 25.3% over the shallow-retrieval setting. Source code is available at https://github.com/justram/ pi-serini…
…MAIC-UI is a zero-code system for creating interactive STEM courseware that uses structured knowledge analysis and incremental generation to enable rapid editing and improve educational outcomes. AI-generated summary Creating…
…the main improvements behind GLM-5V-Turbo across model design, multimodal training, reinforcement learning, toolchain expansion, and integration with agent frameworks. These developments lead to strong performance in multimodal coding, visual tool…
Papers arxiv:2605.12975 Retrieval is Cheap, Show Me the Code: Executable Multi-Hop Reasoning for Retrieval-Augmented Generation Published on May 13 Submitted by Jiashuo Sun on May 14 University of…
…Code and data are available at https://github.com/george-QF/TMAS-code. View arXiv page View PDF GitHub 4 Add to collection Community TL;DR: TMAS improves test-time scaling by…