Papers with rule-based framework
End-to-end Learning of Logical Rules for Enhancing Document-level Relation Extraction (2024.acl-long)
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| Challenge: | Document-level relation extraction (DocRE) aims to extract relations between entities in a document. |
| Approach: | They propose a rule-based framework that jointly learns DocRE and logical rules . they parameterize a Rule reasoning module to simulate the inference of logical rule . |
| Outcome: | The proposed framework improves DocRE models by a significant margin on four benchmark datasets. |
DerivBase.Ru: a Derivational Morphology Resource for Russian (2020.lrec-1)
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| Challenge: | DerivBase.Ru is a high-coverage derivational morphology resource for Russian language that can be used for many tasks such as paraphrases and plagiarism detection. |
| Approach: | They propose a rule-based framework for deriving Russian words using a derivational morphology resource called DerivBase.Ru. |
| Outcome: | The proposed framework can be used to derivate words from a dictionary in Russian and German. |