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Semantic code search is the task of retrieving relevant code given a natural language query. While related to other information retrieval tasks, it requires bridging the gap between the language used in code (often abbreviated and highly…

机器学习 · 计算机科学 2020-06-09 Hamel Husain , Ho-Hsiang Wu , Tiferet Gazit , Miltiadis Allamanis , Marc Brockschmidt

Semantic parsing transforms a natural language question into a formal query over a knowledge base. Many existing methods rely on syntactic parsing like dependencies. However, the accuracy of producing such expressive formalisms is not…

计算与语言 · 计算机科学 2020-04-01 Yawei Sun , Lingling Zhang , Gong Cheng , Yuzhong Qu

The task of Semantic Parsing can be approximated as a transformation of an utterance into a logical form graph where edges represent semantic roles and nodes represent word senses. The resulting representation should be capture the meaning…

计算与语言 · 计算机科学 2020-07-07 Ritwik Bose , Siddharth Vashishtha , James Allen

Many successful approaches to semantic parsing build on top of the syntactic analysis of text, and make use of distributional representations or statistical models to match parses to ontology-specific queries. This paper presents a novel…

计算与语言 · 计算机科学 2014-04-30 Edward Grefenstette , Phil Blunsom , Nando de Freitas , Karl Moritz Hermann

We present the SemEval 2019 shared task on UCCA parsing in English, German and French, and discuss the participating systems and results. UCCA is a cross-linguistically applicable framework for semantic representation, which builds on…

计算与语言 · 计算机科学 2020-06-12 Daniel Hershcovich , Zohar Aizenbud , Leshem Choshen , Elior Sulem , Ari Rappoport , Omri Abend

Answering multiple-choice questions in a setting in which no supporting documents are explicitly provided continues to stand as a core problem in natural language processing. The contribution of this article is two-fold. First, it describes…

计算与语言 · 计算机科学 2019-11-15 George-Sebastian Pîrtoacă , Traian Rebedea , Stefan Ruseti

The Bhatt Conjectures framework introduces rigorous, hierarchical benchmarks for evaluating AI reasoning and understanding, moving beyond pattern matching to assess representation invariance, robustness, and metacognitive self-awareness.…

密码学与安全 · 计算机科学 2025-06-23 Manish Bhatt

In e-commerce, web mining for page recommendations is widely used but often fails to meet user needs. To address this, we propose a novel solution combining semantic web mining with BP neural networks. We process user search logs to extract…

信息检索 · 计算机科学 2024-09-13 M. Badouch , M. Boutaounte

This paper proposes a novel framework for representing community know-how on the Semantic Web. Procedural knowledge generated by web communities typically takes the form of natural language instructions or videos and is largely…

人工智能 · 计算机科学 2014-11-03 Paolo Pareti , Ewan Klein , Adam Barker

The AI2 Reasoning Challenge (ARC), a new benchmark dataset for question answering (QA) has been recently released. ARC only contains natural science questions authored for human exams, which are hard to answer and require advanced logic…

机器学习 · 计算机科学 2018-06-01 Yuyu Zhang , Hanjun Dai , Kamil Toraman , Le Song

This paper presents a semantic wiki prototype application named SHAWN [later WikSAR] that allows structuring concepts within a wiki environment. To entice the use of Semantic Web technologies applications need to offer both high usability…

其他计算机科学 · 计算机科学 2010-11-11 David Aumueller

Semantic processing is a fundamental research domain in computational linguistics. In the era of powerful pre-trained language models and large language models, the advancement of research in this domain appears to be decelerating. However,…

计算与语言 · 计算机科学 2023-10-31 Rui Mao , Kai He , Xulang Zhang , Guanyi Chen , Jinjie Ni , Zonglin Yang , Erik Cambria

Enhancing word usage is a desired feature for writing assistance. To further advance research in this area, this paper introduces "Smart Word Suggestions" (SWS) task and benchmark. Unlike other works, SWS emphasizes end-to-end evaluation…

计算与语言 · 计算机科学 2023-05-18 Chenshuo Wang , Shaoguang Mao , Tao Ge , Wenshan Wu , Xun Wang , Yan Xia , Jonathan Tien , Dongyan Zhao

Unsupervised commonsense question answering is appealing since it does not rely on any labeled task data. Among existing work, a popular solution is to use pre-trained language models to score candidate choices directly conditioned on the…

计算与语言 · 计算机科学 2021-06-01 Yilin Niu , Fei Huang , Jiaming Liang , Wenkai Chen , Xiaoyan Zhu , Minlie Huang

The inability of a computer to think has been a limiter in its usefulness and a point of reassurance for humanity since the first computers were created. The semantic web is the first step toward removing that barrier, enabling computers to…

计算机与社会 · 计算机科学 2022-09-07 Dan Sheridan , James Harris , Frank Wear , Jerry Cowell , Easton Wong , Abbas Yazdinejad

Since using environments that are made according to the service oriented architecture, we have more effective and dynamic applications. Semantic matchmaking process is finding valuable service candidates for substitution. It is a very…

信息检索 · 计算机科学 2021-07-13 Golsa Heidari , Kamran Zamanifar

Semantic parsing is the task of mapping natural language to logic form. In question answering, semantic parsing can be used to map the question to logic form and execute the logic form to get the answer. One key problem for semantic parsing…

计算与语言 · 计算机科学 2019-09-10 Tong Guo , Huilin Gao

The Semantic Web works on the existing Web which presents the meaning of information as well-defined vocabularies understood by the people. Semantic Search, at the same time, works on improving the accuracy if a search by understanding the…

信息检索 · 计算机科学 2013-05-27 Monica Shekhar , Saravanaguru RA. K

The growing demand for efficient semantic communication systems capable of managing diverse tasks and adapting to fluctuating channel conditions has driven the development of robust, resource-efficient frameworks. This article introduces a…

计算机视觉与模式识别 · 计算机科学 2025-02-13 Xiang Chen , Shuying Gan , Chenyuan Feng , Xijun Wang , Tony Q. S. Quek

The vision of the Semantic Web (SW) is gradually unfolding and taking shape through a web of linked data, a part of which is built by capturing semantics stored in existing knowledge organization systems (KOS), subject metadata and resource…

信息检索 · 计算机科学 2017-05-22 Aida Slavic