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Fig 1.

Example of Sample Division for Water Conservancy Standards.

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Fig 2.

Example of Sample Division for Water Conservancy Standards.

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Fig 3.

Example of Semantic Annotation.

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Table 1.

Semantic Label Explanation.

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Table 2.

Basic Relationship Example.

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Fig 4.

Schematic diagram of knowledge extraction method for review.

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Table 3.

High and Low Limits of Safety Prices for Water Gates (Unit: m).

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Fig 5.

Article BIO annotation example.

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Fig 6.

Text annotation example and corresponding JSON text.

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Table 4.

Number and proportion of BIO semantic tags.

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Table 5.

Super parameter setting and operation results of Ablation Experiment.

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Table 6.

Named entity recognition model parameter settings.

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Table 7.

Semantic annotation results of the model on the validation set.

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Fig 7.

Confusion matrix of semantic annotation results on verification set.

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Table 8.

Performance Comparison between the Proposed Model and Baseline Models.

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Table 9.

Results of Core Module Ablation Experiments for the Proposed Model.

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Fig 8.

Relationship constraints exist.

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Fig 9.

Attribute numeric constraint.

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Fig 10.

Attribute scale constraint.

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Fig 11.

Attribute nesting constraint.

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Fig 12.

Conditional constraints.

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Fig 13.

Some entity import examples.

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Fig 14.

Partial relation import example.

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Fig 15.

Standardized knowledge map display.

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