… Finally, we optimize ToolCUA with Online Agentic RL in a high-fidelity GUI-Tool environment, guided by a Tool-Efficient Path Reward that encourages appropriate tool use and shorter execution paths. …
Papers arxiv:2604.25135 FAMA: Failure-Aware Meta-Agentic Framework for Open-Source LLMs in Interactive Tool Use Environments Published on Apr 28 Submitted by Amir on Apr 30 Authors: Amir Saeidi , , , , , , Abstract Failure-Aware Meta-Agentic framework improves open-source LLM performance in convers… …
Papers arxiv:2605.09252 LLM Agents Already Know When to Call Tools -- Even Without Reasoning Published on May 10 Submitted by Chung-En, Sun on May 13 Authors: Chung-En Sun , , , , Abstract…
…AI-generated summary Multimodal deep search requires an agent to solve open-world problems by chaining search, tool use, and visual reasoning over evolving textual and visual context. Two bottlenecks limit current…
… We release the tasks, code, and containerized tooling to support reproducible evaluation. …
… The following papers were recommended by the Semantic Scholar API Small Model as Master Orchestrator: Learning Unified Agent-Tool Orchestration with Parallel Subtask Decomposition 2026 Utility-Guided Agent Orchestration for Efficient LLM Tool Use 2026 SWE-Shepherd: Advancing PRMs for Reinforcing Co… …
… View arXiv page View PDF GitHub 2.32k Add to collection Community We present GLM-5V-Turbo, a native multimodal foundation model for agentic tasks in real digital environments. …
…We observed improvements in Agent's environment interaction KPI such as tool success rate and tool parameter accuracy . The framework also offers new metrics such as Execution Quality to generate new insights…
Papers arxiv:2605.10848 Rethinking Agentic Search with Pi-Serini: Is Lexical Retrieval Sufficient? …
… The following papers were recommended by the Semantic Scholar API ADAPT: Benchmarking Commonsense Planning under Unspecified Affordance Constraints 2026 From Where Things Are to What They Are For: Benchmarking Spatial-Functional Intelligence in Multimodal LLMs 2026 Affordance Agent Harness: Verific… …