论文写作 - CCF会议论文常用表述

摘要

背景

• ... is of practical importance in ....;
• ... is widely recognized as critical to the performance of ...
• With the ..., there have been attempted to design new ways of ...

前人方法局限性

• However, most existing methods ..., far from adequate in ...
• Since ...原因， existing methods commonly rely on ..., resulting in ...
• While researchers have developed sophisticated methods to ..., ... evade ...

引入自己的方法

• In this paper, we propose a simple yet effective method to ..., which ....
• In this paper, we propose ... framework via ...
• In this paper, we consider ...
• To address these issues, we propose a new ...

方法创新点介绍

• Specifically, we construct ..., by ... and ...
• In particular, ..., which is then ...
• We design a ... architecture by ... using ...
• We consider ..., in order to ...
• Further(Furthermore), ... based on ...

实验结果

• We construct experiments with ..., which demonstrates the effectiveness of our approach and ...
• We evaluate our method extensively on the benchmark ... datasets and observe significant improvements over state-of-the-art approaches.
•  The experimentation using the datasets collected from ... illustrates the efficacy of the proposed model.

绪论

第一段

3-5句

第一句

• ... have been extensively studied.
• ... plays an essential role in ... applications such as ...
• ... is becoming an indispensable component in ..., and acts as ...
• ... is essential for ...
• ... is a fundamental and important task with wide range of application scenarios.

第二句

• The primary goal is to ..., which is often formalized as a classification task.
• 根据不同的研究领域，介绍自己研究问题，或研究内容的特点，当前研究不足
• 有些论文会在第一段便开始介绍前人方法不足；
• Hence, ... is essential, which aims to ...

第二段

•  Result efforts have attempted to solve the problem by ... (总结式，概括一些模型)
• In general, previous work approach this problem by ....
• For examples, ... 前人的一些方法（符合上述的总结）
• Actions have been taken to .... However, there is no guarantee ...
• To address this challenge, a variety of studies ... have been constructed that ...
• 对前人方法要加总结性的语言；
• Though get success, there are ... challenges in ...

第三段

Model/ Methods/ Methodology

1 首先展示 overview graph:

        The framework of the ours model is shown in Fig.1; The model consists of two main parts, ...

        We will introduce each module in detail.

        图片命名： Overview of 模型缩写.

2  参数表示： is the learnable transformation matrix.

Experiments

表述总体结果

• We present our main results in Table i;
• It can be seen that, on all benchmarks and in almost every setting, our model significantly outperforms the baselines.
• As shown in Table i, our method achieves favorable(有利的) performance on ...
• It is worth mentioning that the large improvements of our method in scenarios with ... indicate its great potential in real-life applications.
• More importantly, referring to Table i, ...
• More detailed, compared with traditional machine learning models, such as ..., our model can capture a higher-level ..

消融实验

• We conduct an ablation study on the effectiveness of ... and summarize the results in Figure i;
• In general, ... lead to positive effects on classification performance.