The dataset optimizes the collaborative cruise of unmanned fleets.

Train and evaluate supply chain SQL agents with challenging examples focused on joins, nulls, time boundaries, and business-grain pitfalls.

Train and evaluate tool selection for key air express clearance tasks, from business context to tool calls and parameters.

The Automated Warehouse Drone Inventory Video Dataset aims to enhance inventory management efficiency in the courier and logistics industry.

Train models to calculate transport duration and remaining time and assess overdue deliveries using refrigerated transport event sequences with explicit supervised answers.

Train urban delivery agents to make timely, executable short-horizon plans using trajectories that capture disruptions and resulting plan changes.

This dataset is used to detect the status of forklift loading/unloading operations, enhancing work efficiency and safety in the express logistics industry.

The Open Sea Vessel Navigation Video Detection Dataset is used to improve the efficiency of maritime transportation in the express logistics industry.

Explore complete shipment planning trajectories across air express networks, including routing, hub and flight connections, and deadline decisions for end-to-end long-horizon planning.

Connect air cargo claims questions to source webpages and specific clauses with traceable evidence for retrieval systems.

Trace key events from purchase requisition through payment to support next-event prediction and procurement state-transition modeling.

Structured, machine-checkable examples of inventory movements and state changes provide clear feedback for ERP constraint reasoning and RLVR training.

The Logistics Receiving and Sending Area Cargo Stacking Image Dataset is used to optimize cargo stacking recognition and management in the express logistics field.

Link reefer shipping questions to source handbook evidence to build more traceable and reliable logistics knowledge assistants.

Train more reliable multi-tool agents with linked telemetry, cargo requirements, transport status, and inspection workflows for reefer shipping temperature incidents.

The Sorting Center Package Manifest Text Recognition Image Dataset is designed to enhance automated text recognition in the courier logistics field.

Train transport agents to coordinate vehicle, driver, route, and temperature requirements with complete multi-tool traces of cold-chain dispatch decisions.

Train models to select the right air express exception-handling tools and communicate clear next steps using trajectories spanning common delivery issues.

Train models to interpret varied campus location descriptions and generate accurate delivery tool arguments.