作者位次 #5/6ACL 2026Poster· Natural Language Processing
Beyond Timestamps: Bridging Forward and Backward Reasoning in Temporal Numerical and Relational Understanding
Xinying Qian · Ying Zhang · Xuhui Sui · Yu Zhao · Baohang Zhou · Jeff Z. Pan
摘要
Temporal reasoning remains a critical challenge for large language models (LLMs), particularly when it requires encompassing relational dependencies and numerical constraints. Yet, existing benchmarks largely overlook the joint consideration of these two dimensions and primarily rely on single-ta...