加强生物医学关系提取与定向性的提取
Po-Ting Lai1, Chih-Hsuan Wei1, Shubo Tian1
1National Library of Medicine, National Institutes of Health, 8600 Rockville Pike, Bethesda, MD 20894, United States.
Bioinformatics (Oxford, England)
|July 15, 2025
概括
这项研究增强了BioRED数据集,为生物关系提供了10864个方向性注释. 一个新的多任务模型准确地识别了关系,实体角色和新发现,超过了GPT-4和Llama-3.
科学领域:
- 生物医学信息学是生物医学信息学.
- 自然语言处理自然语言处理.
- 计算生物学 计算生物学
背景情况:
- 生物关系网络对于理解复杂的生物机制至关重要.
- 生物医学文献的快速扩张使得这些网络的更新具有挑战性.
- 像BioRED这样的现有数据集有助于自动提取关系,但缺乏实体角色定向.
研究的目的:
- 为了解决BioRED集体中缺乏方向性的问题.
- 开发一种新的多任务语言模型,用于共同关系,新发现和实体角色识别.
- 以重要的方向性注释来丰富BioRED集体.
主要方法:
- 在BioRED集体内关系的注释实体角色.
- 开发了一个新的多任务语言模型,结合了软提示式学习.
- 评估模型在关系和实体角色识别任务上的表现.
主要成果:
- 创建了一个丰富的BioRED集体,有10864个方向性注释.
- 与最先进的大型语言模型 (GPT-4,Llama-3) 相比,提出的多任务模型表现出更高的性能.
- 成功识别了高准确度的关系,新发现和实体角色.
结论:
- 丰富的BioRED集体为生物网络分析提供了关键的方向性.
- 这种新的多任务模型有效地提取了复杂的生物关系和实体角色.
- 这项工作在生物医学文献中推进了自动化知识发现.
更多相关视频
相关概念视频
Directional Terms
12.7K
Directional terms are essential for describing the relative locations of different body structures. For instance, an anatomist might describe one band of tissue as "inferior to" another, or a physician might describe a tumor as "superficial to" a deeper body structure. These terms often use comparative terms in pairs to trace out the relative locations of one body part to another or descriptions of body tissues like the deeper ones from superficially present with reference to...
12.7K
Directionality of Nuclear Transport
3.5K
Ras-related nuclear protein or Ran is a small G protein that cycles between its GTP and GDP bound states. Ran specific regulators, a Ran GTPase Activating Protein or RanGAP present in the cytosol and a Ran guanine nucleotide exchange factor or RanGEF present inside the nucleus regulate GTP/GDP exchange. A high concentration of GTP inside the cells, in addition to this asymmetric distribution of Ran-specific regulators, leads to a higher RanGTP concentration inside the nucleus. This...
3.5K
Directing Effect of Substituents: ortho–para-Directing Groups
6.9K
Ortho–para directors are substituent groups attached to the benzene ring and direct the addition of an electrophile to the positions ortho or para to the substituent. All electron-donating groups are considered ortho–para directors. They donate electrons to the ring and make the ring more electron-rich. The ring is therefore susceptible to the addition of electrophiles. Substituents such as amino, hydroxy, or alkoxy, containing lone pairs on the atom adjacent to the ring, donate...
6.9K
Chemotaxis and Direction of Cell Migration
3.5K
Cells can detect chemical cues in their environment and reorganize the cytoskeleton to migrate toward them or away from them. This directional migration, called chemotaxis, is essential during embryogenesis and development, immune response, tissue repair and regeneration, and reproduction. These chemical cues can either attract or repel the cell's movement. For example, axon development is determined by a combination of chemoattractants and chemorepellents that direct the growing axon...
3.5K
Directing Effect of Substituents: meta-Directing Groups
4.9K
Substituents on the benzene ring that direct an incoming electrophile to undergo substitution at the meta position are called meta directors. All meta directors either have a positive charge on the atom directly bonded to the ring or a partial positive charge. These groups function by withdrawing electrons from the ring through inductive and resonance effects. Consider the carbocation intermediates formed upon the addition of an electrophile on nitrobenzene at the...
4.9K
Direction of Acceleration Vectors
9.6K
Acceleration occurs when velocity changes in magnitude (an increase or decrease in speed), direction, or both. Although acceleration is in the direction of the change in velocity, it is not always in the direction of motion. When an object slows down, its acceleration is opposite to the direction of its motion. This is commonly referred to as deceleration. However, the term deceleration can cause confusion in analysis because it is not a vector; it does not point to a specific direction with...
9.6K


