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cs.AI2026
ItinBench: Benchmarking Planning Across Multiple Cognitive Dimensions with Large Language Models
Tianlong Wang, Pinqiao Wang, Weili Shi +1
Large language models (LLMs) with advanced cognitive capabilities are emerging as agents for various reasoning and planning tasks. Traditional evaluations often focus on specific r…
cs.CL2026
Finding the Cracks: Improving LLMs Reasoning with Paraphrastic Probing and Consistency Verification
Weili Shi, Dongliang Guo, Lehan Yang +3
Large language models have demonstrated impressive performance across a variety of reasoning tasks. However, their problem-solving ability often declines on more complex tasks due…