划分这两个部分吗?看一下原文,原文开头是背景介绍,然后用“However”转折讲现有问题,接着“We hypothesize”提出假设,这部分可以作为第一个
下的内容吗?不对,原文的结构应该是:第一部分讲分子3D结构的重要性、现有问题、假设;第二部分讲提出的EVA-Flow框架、实验结果。所以需要把这两个部分用
分开。 首先,第一个
里的内容:第一句讲分子3D结构的重要性,然后“However”转折讲现有模型的问题,接着“We hypothesize”提出假设。这些内容都是围绕背景和假设,所以可以放在一个
里,下面用
包裹每个自然段落?不对,原文的第一句是一个自然段,“However”后面的内容是另一个吗?看原文的标点,原文是: Molecular 3D structures underpin simulations of thermodynamics, kinetics, crystallization, and nucleation, making their accurate prediction central to drug discovery and materials design. However, molecular geometry can change dramatically across environments. Existing models either ignore environmental effects or train separate models for each environment. We hypothesize that transfer learning across contexts is possible for conformer generation and that a general model will perform better when training data are limited, as in ligand binding and crystallization. 这部分是一个连续的段落吗?其实是,所以可以作为一个
?然后下一个部分: We introduce EVA-Flow, a unified framework for environment-aware molecular conformation generation that learns shared chemical structure and adapts it through environment-conditioned generative modeling. Across vacuum, protein-ligand docking, solvation, and crystal packing, pretraining and cross-environment finetuning provide their largest gains in the three data-scarce settings. Evaluation against multiple reference conformations shows that EVA-Flow covers a broad range of solvation conformations. Analyses of molecules shared across environments support its ability to generate different conformations for the same molecule in different environments. 这部分是关于EVA-Flow的介绍和结果,所以可以作为另一个
下的内容。 现在具体处理: 第一个
应该是“Background and Hypothesis”吗?不对,不能新增内容,哦,原文里没有小标题,所以需要根据内容划分,但是规则说“长文用
/
划分小节”,但原文没有现成的小标题,那是不是可以直接用
包裹两个主要部分?或者看原文的结构,第一部分是问题和假设,第二部分是方法与结果。 现在看原文的句子: 第一句:Molecular 3D structures underpin simulations of thermodynamics, kinetics, crystallization, and nucleation, making their accurate prediction central to drug discovery and materials design. 第二句:However, molecular geometry can change dramatically across environments. 第三句:Existing models either ignore environmental effects or train separate models for each environment. 第四句:We hypothesize that transfer learning across contexts is possible for conformer generation and that a general model will perform better when training data are limited, as in ligand binding and crystallization. 这四句可以作为一个
吗?因为是连续的段落。 然后下一句:We introduce EVA-Flow, a unified framework for environment-aware molecular conformation generation that learns shared chemical structure and adapts it through environment-conditioned generative modeling. 这是一个自然段。 然后:Across vacuum, protein-ligand docking, solvation, and crystal packing, pretraining and cross-environment finetuning provide their largest gains in the three data-scarce settings. Evaluation against multiple reference conformations shows that EVA-Flow covers a broad range of solvation conformations. Analyses of molecules shared across environments support its ability to generate different conformations for the same molecule in different environments. 这部分是三个句子,可以作为另一个
吗? 现在,规则说“长文用
/
划分小节”,所以需要把长文分成小节。原文可以分为两个小节:一个是背景与假设,一个是方法与结果。所以:
Background and Hypothesis
?不对,不能新增文字,哦,原文里没有小标题,所以是不是直接用包裹对应的段落内容?或者看原文的结构,第一部分是问题和假设,第二部分是EVA-Flow的介绍和结果,所以: 第一个
下面放背景和假设的段落,第二个
下面放方法与结果的段落。 现在具体写:
Background and Molecular Geometry Challenges
不对,不能新增,所以是不是应该直接用包含整个第一部分的内容?不,规则是“长文用
/
划分小节”,所以需要根据内容逻辑划分,原文的第一部分是关于分子结构预测的重要性、现有问题、假设,第二部分是提出的框架和实验结果。所以:
Molecular Structure Prediction Challenges and Hypothesis
不行,不能新增文字,所以是不是应该不用?不对,规则说“长文用
/
划分小节”,这段文字不算特别长,但有两个主要部分:问题与假设,方法与结果,所以可以用
分开。 现在正确的处理: 第一个部分:
Molecular 3D structures underpin simulations of thermodynamics, kinetics, crystallization, and nucleation, making their accurate prediction central to drug discovery and materials design. However, molecular geometry can change dramatically across environments. Existing models either ignore environmental effects or train separate models for each environment. We hypothesize that transfer learning across contexts is possible for conformer generation and that a general model will perform better when training data are limited, as in ligand binding and crystallization.
第二个部分:EVA-Flow: A Unified Framework for Environment-Aware Conformation Generation
不行,不能新增,所以原文里的“We introduce EVA-Flow...”是内容,所以应该把这部分作为下的内容吗?或者原文的第二个部分没有小标题,所以直接用
?不对,规则说“长文用
/
划分小节”,所以需要划分。 哦,可能我误解了,原文的结构是: 1. 介绍分子3D结构的重要性,现有问题,提出假设。 2. 介绍提出的EVA-Flow框架,以及实验结果和分析。 所以这两个部分可以用
划分,第一个
的标题可以用原文中的关键词,比如“Molecular Structure Prediction: Challenges and Hypothesis”?不行,不能新增,所以是不是应该直接用
包裹对应的段落,不需要标题?不对,
是标题标签,所以需要有内容。哦,原文中没有现成的小标题,所以可能不需要用
,直接用
?但规则说“长文用
/
划分小节”,这段文字有两个主要部分,所以可以用
作为这两个部分的标题,比如第一个
是“Background and Hypothesis”,第二个是“EVA-Flow Framework and Results”,但这样是不是新增了内容?规则说“不得增删改内容”,所以不能新增小标题文字。那怎么办? 哦,可能原文的结构中,第一部分是一个大的段落,第二部分是另一个大的段落,所以不需要用
,直接用
?但规则说“长文用
/
划分小节”,可能这段不算特别长,所以直接用
包裹每个自然段。 看原文的自然段:原文在输入中是一个连续的段落,但内部有逻辑分层,比如从背景到问题到假设,再到方法到结果。所以需要把每个自然段用
包裹,然后如果有小节的话用
/
。 原文的句子: 1. Molecular 3D structures underpin simulations of thermodynamics, kinetics, crystallization, and nucleation, making their accurate prediction central to drug discovery and materials design. 2. However, molecular geometry can change dramatically across environments. 3. Existing models either ignore environmental effects or train separate models for each environment. 4. We hypothesize that transfer learning across contexts is possible for conformer generation and that a general model will perform better when training data are limited, as in ligand binding and crystallization. 这四句可以作为一个
,因为是连续的背景介绍。 然后: