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page_id: paper-biosyn kind: paper language: zh-CN source_id: src-cnbben-166e03126c60 source_path: papers/CNBEN/BioSyn/BioSyn.md claim_id: clm-biosyn-001 claim_status: source_fact

Biomedical Entity Representations with Synonym Marginalization

一句话回忆

Solve problems of the incompleteness of provided synonyms and numerous variations in their surface forms.

研究卡

• 研究问题：Solve problems of the incompleteness of provided synonyms and numerous variations in their surface forms.
• 核心方法：Solve problems by using a model-based candidate selection and maximize the marginal likelihood of the synonyms present in top candidates
• 主要结果：Outperforms previous SOTA(before 2020) on four biomedical entity normalization datasets having three different entity types(disease, chemical, adverse reaction)
• 数据集：NCBI Disease Corpus; Biocreative V CDR; TAC2017ADR
• Baseline：待补证据
• 指标：待补证据
• 局限：待补证据

对当前课题的作用

• 待根据原始笔记中明确的 Relation to this project 或研究计划证据补充；当前不作无证据推断。

关键问答

<details><summary>Biomedical Entity Representations with Synonym Marginalization 的核心方法是什么？</summary>

Solve problems by using a model-based candidate selection and maximize the marginal likelihood of the synonyms present in top candidates

</details>

字段证据

• 一句话回忆：papers/CNBEN/BioSyn/BioSyn.md（line:21；clm-biosyn-004）
• 研究问题：papers/CNBEN/BioSyn/BioSyn.md（line:21；clm-biosyn-001）
• 核心方法：papers/CNBEN/BioSyn/BioSyn.md（line:22；clm-biosyn-002）
• 主要结果：papers/CNBEN/BioSyn/BioSyn.md（line:23；clm-biosyn-003）

证据

• papers/CNBEN/BioSyn/BioSyn.md（source_id: src-cnbben-166e03126c60）
• papers/CNBEN/BioSyn/BioSyn_PPT大纲.md（source_id: src-cnbben-2686d2e51002）