Kicktionary-LOME:一个面向足球语言的多语言框架语义解析模型
Kicktionary-LOME: A Domain-Specific Multilingual Frame Semantic Parsing Model for Football Language
摘要:
该技术报告介绍了LOME框架语义解析模型的改编版本(Xia等人,EACL 2021),它能够根据“Kicktionary”特定于域的框架网资源自动注释文本。提出了几种即使在有限的可用训练数据的情况下训练模型的方法。虽然存在一些与可用注释的性质相关的评估挑战,但初步结果非常有希望,最佳模型的F1分数达到0.83(帧预测)和0.81(语义角色预测)。
英文摘要:
This technical report introduces an adapted version of the LOME frame semantic parsing model (Xia et al., EACL 2021) which is capable of automatically annotating texts according to the "Kicktionary" domain-specific framenet resource. Several methods for training a model even with limited available training data are proposed. While there are some challenges for evaluation related to the nature of the available annotations, preliminary results are very promising, with the best model reaching F1-scores of 0.83 (frame prediction) and 0.81 (semantic role prediction).
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。