2 papers
cs.CL2026
WorldTravel: A Realistic Multimodal Travel-Planning Benchmark with Tightly Coupled Constraints
Zexuan Wang, Chenghao Yang, Yingqi Que +18
Real-world autonomous planning requires coordinating tightly coupled constraints where a single decision dictates the feasibility of all subsequent actions. However, existing bench…
cs.SE2026
Adaptive Confidence Gating in Multi-Agent Collaboration for Efficient and Optimized Code Generation
Haoji Zhang, Yuzhe Li, Zhenqiang Liu +3
While Large Language Models (LLMs) have catalyzed breakthroughs in automated code generation, Small Language Models (SLMs) often encounter reasoning bottlenecks and failure loops w…