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Short text classification is a crucial and challenging aspect of Natural Language Processing. For this reason, there are numerous highly specialized short text classifiers. However, in recent short text research, State of the Art (SOTA)…

计算与语言 · 计算机科学 2023-08-14 Fabian Karl , Ansgar Scherp

Millions of users visit Stack Overflow regularly to ask community for answers to their programming questions. However, like many other platforms, Stack Overflow consistently struggles with low user retention and declining levels of user…

计算机与社会 · 计算机科学 2025-09-09 Denis Helic , Tiago Santos

Nowadays, developers often turn to Stack Overflow for solutions to daily problems, however, these code snippets are partial code that cannot be tested and verified properly. One way to test these code snippets is to transform them into APIs…

软件工程 · 计算机科学 2025-04-22 Yubo Mai , Zhipeng Gao , Xing Hu , Lingfeng Bao , Jingyuan Chen , Jianling Sun

Sequential transfer optimization (STO), which aims to improve the optimization performance on a task of interest by exploiting the knowledge captured from several previously-solved optimization tasks stored in a database, has been gaining…

神经与进化计算 · 计算机科学 2023-10-20 Xiaoming Xue , Cuie Yang , Liang Feng , Kai Zhang , Linqi Song , Kay Chen Tan

The Transformer based neural networks have been showing significant advantages on most evaluations of various natural language processing and other sequence-to-sequence tasks due to its inherent architecture based superiorities. Although…

计算与语言 · 计算机科学 2019-10-31 Hailiang Li , Adele Y. C. Wang , Yang Liu , Du Tang , Zhibin Lei , Wenye Li

Topic modelling is a popular unsupervised method for identifying the underlying themes in document collections that has many applications in information retrieval. A topic is usually represented by a list of terms ranked by their…

信息检索 · 计算机科学 2020-06-02 Areej Alokaili , Nikolaos Aletras , Mark Stevenson

We present an approach to generating topics using a model trained only for document title generation, with zero examples of topics given during training. We leverage features that capture the relevance of a candidate span in a document for…

计算与语言 · 计算机科学 2020-04-30 Oleg Vasilyev , Kathryn Evans , Anna Venancio-Marques , John Bohannon

Most recent transformer-based models show impressive performance on vision tasks, even better than Convolution Neural Networks (CNN). In this work, we present a novel, flexible, and effective transformer-based model for high-quality…

计算机视觉与模式识别 · 计算机科学 2021-08-18 Ruohao Guo , Dantong Niu , Liao Qu , Zhenbo Li

Titles of short sections within long documents support readers by guiding their focus towards relevant passages and by providing anchor-points that help to understand the progression of the document. The positive effects of section titles…

计算与语言 · 计算机科学 2019-04-16 Sebastian Gehrmann , Steven Layne , Franck Dernoncourt

Frequently Asked Questions (FAQs) refer to the most common inquiries about specific content. They serve as content comprehension aids by simplifying topics and enhancing understanding through succinct presentation of information. In this…

计算与语言 · 计算机科学 2024-11-20 Sahil Kale , Gautam Khaire , Jay Patankar

Code generation, defined as automatically writing a piece of code to solve a given problem for which an evaluation function exists, is a classic hard AI problem. Its general form, writing code using a general language used by human…

人工智能 · 计算机科学 2020-07-29 Jacques Basaldúa

The rapidly growing amount of data that scientific content providers should deliver to a user makes them create effective recommendation tools. A title of an article is often the only shown element to attract people's attention. We offer an…

信息检索 · 计算机科学 2020-08-27 Alexander Shvets

We propose an automated pipeline for performing literature reviews using semantic similarity. Unlike traditional systematic review systems or optimization based methods, this work emphasizes minimal overhead and high relevance by using…

人工智能 · 计算机科学 2025-09-22 Abhiyan Dhakal , Kausik Paudel , Sanjog Sigdel

Parsing (also called syntax analysis) techniques cover a substantial portion of any undergraduate Compiler Design course. We present ParseIT, a tool to help students understand the parsing techniques through question-answering. ParseIT…

编程语言 · 计算机科学 2017-02-03 Amey Karkare , Nimisha Agarwal

In this paper, we propose a semi-automatic system for title construction from scientific abstracts. The system extracts and recommends impactful words from the text, which the author can creatively use to construct an appropriate title for…

信息检索 · 计算机科学 2019-11-27 Swagata Duari , Vasudha Bhatnagar

Recently, Transformer has achieved the state-of-the-art performance on many machine translation tasks. However, without syntax knowledge explicitly considered in the encoder, incorrect context information that violates the syntax structure…

计算与语言 · 计算机科学 2019-09-06 Chengyi Wang , Shuangzhi Wu , Shujie Liu

Recent approaches to the Automatic Post-Editing (APE) research have shown that better results are obtained by multi-source models, which jointly encode both source (src) and machine translation output (mt) to produce post-edited sentence…

计算与语言 · 计算机科学 2019-08-19 WonKee Lee , Junsu Park , Byung-Hyun Go , Jong-Hyeok Lee

Large Language Models (LLMs) have gained widespread popularity due to their exceptional capabilities across various domains, including chatbots, healthcare, education, content generation, and automated support systems. However, developers…

软件工程 · 计算机科学 2024-11-26 Khairul Alam , Kartik Mittal , Banani Roy , Chanchal Roy

Conversational AI assistants are becoming popular and question-answering is an important part of any conversational assistant. Using relevant utterances as features in question-answering has shown to improve both the precision and recall…

计算与语言 · 计算机科学 2020-04-09 Soham Parikh , Quaizar Vohra , Mitul Tiwari

Table-to-text generation aims at automatically generating natural text to help people to conveniently obtain the important information in tables. Although neural models for table-to-text have achieved remarkable progress, some problems…

计算与语言 · 计算机科学 2021-03-31 Liang Li , Can Ma , Yinliang Yue , Linjun Shou , Dayong Hu