Looking for the Bottleneck in Fine-grained Temporal Relation Classification

ArXi:2604.24620v1 Announce Type: new Temporal relation classification is the task of determining the temporal relation between pairs of temporal entities in a text. Despite recent advancements in natural language processing, temporal relation classification remains a considerable challenge. Early attempts framed this task using a comprehensive set of temporal relations between events and temporal expressions.