--I have provided three code examples—relationship_extraction_0081.ipynb, semantic_matching_0099.ipynb, and mathematical_reasoning_0126.ipynb—which demonstrate how to extract gold standard answers from DQC messages for rule IDs 0081, 0099, and 0126, respectively.
--Each rule ID corresponds to a specific error type and is aligned with a particular subtask:
**DQC_0099 pertains to the semantic matching task.
**DQC_0081 pertains to the relationship extraction task.
**DQC_0126 pertains to the mathematical reasoning task.
--Please note that these examples were executed on sample data for demonstration purposes. You are expected to run the provided code on the actual dataset to generate the final extraction results.
--In addition to these three rules, seven remaining rule IDs do not yet have a designed extraction pipeline. You should refer to the structure and logic of the provided examples to construct corresponding pipelines for these remaining rule IDs (i.e., error types).