…On a ~10k tool subset of the ToolBench catalog, three rounds of CoHyDE improve over the strongest single-component baseline by +2.5 pp NDCG@5 on standard queries and +6.3…
…Specifically, Acquisition Inspection examines the agent's tool-call trajectory , both the tools it invokes and the data it receives, to detect when it acquires sensitive information beyond the task scope. Probe…
…a valuable design principle for building reliable, multi-turn tool-use LLM agents that simulate real-world conversational scenarios. This is an automated message from the Librarian Bot . I found the following…
…automated message from the Librarian Bot . I found the following papers similar to this paper. The following papers were recommended by the Semantic Scholar API Teaching Thinking Models to Reason with Tools…
…the Semantic Scholar API STAGE-Claw: Automated State-based Agent Benchmarking for Realistic Scenarios (2026) TOBench: A Task-Oriented Omni-Modal Benchmark for Real-World Tool-Using Agents (2026) PolyWorkBench: Benchmarking Multilingual…
…Workflow and Subtask memories are injected proactively at the start of each task, while Function memory is retrieved reactively upon tool-calling errors . We evaluate AMD on three tool-use benchmarks using…
…But part of me wonders how much a smaller model should be expected to self correct when a tool returns something malformed. Curious what others think: When an MCP tool returns bad…
…Preliminary evaluations reveal two critical bottlenecks in current models: (1) modality bias , where agents bypass visual tools in favor of textual search, and (2) parametric knowledge leakage , where models rely on internal…
…AI-generated summary Industrial LLM agent systems often separate planning from execution, yet LLM planners frequently produce structurally invalid or unnecessarily long workflows, leading to brittle failures and avoidable tool and API…
…To facilitate standardized evaluation, we introduce MRGEvalKit, an open-source toolkit for automated hierarchical extraction , and curate OmniMRG-Bench, a comprehensive multi-modal benchmark covering X-ray, CT, MRI, and Ultrasound. Extensive…