DuExplain相似度计算可解释评测数据集
收藏千言数据集2024-05-15 收录
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资源简介:
DuExplain - 相似度计算可解释评测数据集旨在评估模型预测依赖证据的可解释性,提供了人工标注的细粒度证据和扰动数据,利用证据匹配F1 Score、扰动下证据一致性、证据充分性等指标评估证据的合理性和忠诚性;同时,该数据集提供了中英文标注数据。
DuExplain, a dataset for explainability evaluation of similarity computation, aims to evaluate the explainability of model predictions that rely on supporting evidence. This dataset provides manually annotated fine-grained evidence and perturbed data, and employs metrics including evidence matching F1 Score, evidence consistency under perturbation, and evidence sufficiency to assess the rationality and faithfulness of the evidence. Meanwhile, this dataset offers manually annotated data in both Chinese and English.
提供机构:
百度


