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社区首页 >专栏 >ACL 2017接受了哪些论文?这份可视化分析让你轻松看懂(附论文列表)

ACL 2017接受了哪些论文?这份可视化分析让你轻松看懂(附论文列表)

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机器之心
发布2018-05-07 14:41:30
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发布2018-05-07 14:41:30
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文章被收录于专栏:机器之心机器之心

选自ACL 2017

机器之心报道

参与:蒋思源

国际计算语言学协会 (ACL,The Association for Computational Linguistics),是世界上影响力最大、最具活力的国际学术组织之一,其会员遍布世界各地。

国际计算语言学协会(ACL)第 55 届年会将在加拿大温哥华举行。这一次会议将于 2017 年 7 月 30 日至 8 月 4 日在温哥华市中心的威斯汀湾海岸酒店(Westin Bayshore Hotel)举办。

ACL 2017 除了主要会议之外,还如同其他顶级会议一样包含研讨会、专题报告、研习会和演示等。ACL 会议是计算语言学领域的首要会议,广泛涉及自然语言的计算方法及其各类研究领域。

下面列出了 ACL 2017 所接收的长篇论文、短篇论文和软件展示,所有论文或展示采取分类无序排列。

恭喜作者们!

在我们详细了解这些论文和作者之前,可以通过可视化看一看 ACL 2017 接收论文的标题特点与分布。

该可视化的项目地址:http://nbviewer.jupyter.org/github/JasonKessler/jasonkessler.github.io/blob/master/Analysis-of-Accepted-ACL-2017-Papers.ipynb

首先如下图所示,我们可以了解短篇论文和长篇论文标题的不同之处。端到端建模、联合建模、对抗性学习和阅读理解在长篇论文标题中较为普遍。案例研究、社交媒体和多语言分析在短篇论文中更为流行。学习、神经和翻译在两组论文中都很常见。

下图展示了 TACL 与长篇论文的区别。有趣的是没有 TACL 使用「网络」这一单词,但长篇论文很多都使用了。

下面几张可视化图表展示了 ACL 2017 接收论文的一些描述性统计学数据,并能了解论文类别的变化。

其中我们可以发现绝大多数论文都是长篇论文。机器翻译、语义学和总结性的更多是长篇论文,而机器学习、社交媒体和多学科论文更多是短篇论文。

下面是具体的 ACL 2017 接收论文和软件展示等名单(由于篇幅限制,以下只展示了部分接收的长篇论文,完整名单请点击「阅读原文」查阅)。

接收长篇论文

生物医学(Biomedical/共 1 篇)

  • Enriching Complex Networks with Word Embeddings for Detecting Mild Cognitive Impairment from Speech Transcripts
  • Authors: Leandro Santos, Edilson Anselmo Corrêa Júnior, Osvaldo Oliveira Jr, Diego Amancio, Letícia Mansur and Sandra Aluísio

认知建模与心理语言学(Cognitive Modelling and Psycholinguistics/共 3 篇)

  • Representations of language in a model of visually grounded speech signal
  • Authors: Grzegorz Chrupała, Lieke Gelderloos and Afra Alishahi
  • Spectral Analysis of Information Density in Dialogue Predicts Collaborative Task Performance
  • Authors: Yang Xu and David Reitter

交互式对话系统(Dialog Interactive Systems/共 13 篇)

  • Adversarial Adaptation of Synthetic or Stale Data
  • Authors: Young-Bum Kim, Karl Stratos and Dongchan Kim
  • Affect-LM: A Neural Language Model for Customizable Affective Text Generation
  • Authors: Sayan Ghosh, Mathieu Chollet, Eugene Laksana, Stefan Scherer and Louis-Philippe Morency

语篇语用学(Discourse Pragmatics/共 8 篇)

  • Adversarial Connective-exploiting Networks for Implicit Discourse Relation Classification
  • Authors: Lianhui Qin, Zhisong Zhang, Hai Zhao, Eric Xing and Zhiting Hu
  • Argument Mining with Structured SVMs and RNNs
  • Authors: Vlad Niculae, Claire Cardie and Joonsuk Park

摘要生成(Generation Summarization/共 16 篇)

  • Abstractive Document Summarization with a Graph-Based Attentional Neural Model
  • Authors: Jiwei Tan and Xiaojun Wan
  • Automatically Generating Rhythmic Verse with Neural Networks
  • Authors: Jack Hopkins and Douwe Kiela

IE QA 文本挖掘应用(IE QA Text Mining Applications/共 37 篇)

  • A Constituent-Centric Neural Architecture for Reading Comprehension
  • Authors: Pengtao Xie and Eric Xing
  • A FOFE-based Local Detection Approach for Named Entity Recognition and Mention Detection
  • Authors: Mingbin Xu, Hui Jiang and Sedtawut Watcharawittayakul
  • Adversarial Multi-task Learning for Text Classification
  • Authors: Pengfei Liu, Xipeng Qiu and Xuanjing Huang

机器学习(Machine Learning/共 13 篇)

  • An Algebra for Feature Extraction
  • Authors: Vivek Srikumar
  • Bayesian Modeling of Lexical Resources for Low-Resource Settings
  • Authors: Nicholas Andrews, Jason Eisner, Mark Dredze and Benjamin Van Durme
  • Context Sensitive Lemmatization Using Two Successive Bidirectional Gated Recurrent Networks
  • Authors: Abhisek Chakrabarty, Onkar Arun Pandit and Utpal Garain

机器翻译(Machine Translation/共 15 篇)

  • A Convolutional Encoder Model for Neural Machine Translation
  • Authors: Jonas Gehring, Michael Auli, David Grangier and Yann Dauphin
  • A Teacher-Student Framework for Zero-Resource Neural Machine Translation
  • Authors: Yun Chen, Yang Liu, Yong Cheng and Victor O.K. Li
  • Bandit Structured Prediction for Neural Sequence-to-Sequence Learning
  • Authors: Julia Kreutzer, Artem Sokolov and Stefan Riezler

多学科论文(Multidisciplinary/共 4 篇)

  • A Nested Attention Neural Hybrid Model for Grammatical Error Correction
  • Authors: Jianshu Ji, Qinlong Wang, Kristina Toutanova, Yongen Gong, Steven Truong and Jianfeng Gao
  • Combating Human Trafficking with Multimodal Deep Models
  • Authors: Edmund Tong, Amir Zadeh and Louis-Philippe Morency

多语言论文(Multilingual/共 6 篇)

  • Adversarial Training for Unsupervised Bilingual Lexicon Induction
  • Authors: Meng Zhang, Yang Liu, Huanbo Luan and Maosong Sun
  • Cross-lingual Name Tagging and Linking for 282 Languages
  • Authors: Xiaoman Pan, Boliang Zhang, Jonathan May, Joel Nothman, Kevin Knight and Heng Ji

音系形态学词切分(Phonology Morphology Word Segmentation/共 5 篇)

  • Adversarial Multi-Criteria Learning for Chinese Word Segmentation
  • Authors: Xinchi Chen, Zhan Shi, Xipeng Qiu and Xuanjing Huang
  • From Characters to Words to in Between: Do We Capture Morphology?
  • Authors: Clara Vania and Adam Lopez

资源评估(Resources Evaluation/共 6 篇)

  • A Corpus of Annotated Revisions for Studying Argumentative Writing
  • Authors: Fan Zhang, Homa B. Hashemi, Rebecca Hwa and Diane Litman
  • Automatic Annotation and Evaluation of Error Types for Grammatical Error Correction
  • Authors: Christopher Bryant, Mariano Felice and Ted Briscoe

语义学(Semantics/共 30 篇)

  • A Progressive Learning Approach to Chinese SRL Using Heterogeneous Data
  • Authors: Qiaolin Xia, Zhifang Sui and Baobao Chang
  • A Transition-Based Directed Acyclic Graph Parser for UCCAAuthors: Daniel Hershcovich, Omri Abend and Ari Rappoport
  • A Syntactic Neural Model for General-Purpose Code Generation
  • Authors: Pengcheng Yin and Graham Neubig

情感分析和观点挖掘(Sentiment Analysis Opinion Mining/共 11 篇)

  • A Multidimensional Lexicon for Interpersonal Stancetaking
  • Authors: Umashanthi Pavalanathan, Jim Fitzpatrick, Scott Kiesling and Jacob Eisenstein
  • Active Sentiment Domain Adaptation
  • Authors: Fangzhao Wu and Yongfeng Huang

社交媒体(Social Media/共 6 篇)

  • Beyond Binary Labels: Political Ideology Prediction of Twitter Users
  • Authors: Daniel Preoţiuc-Pietro, Ye Liu, Daniel Hopkins and Lyle Ungar
  • CANE: Context-Aware Network Embedding for Relation Modeling
  • Authors: Cunchao Tu, Han Liu, Zhiyuan Liu and Maosong Sun

语音(Speech/共 2 篇)

  • Joint CTC-attention End-to-end Speech Recognition
  • Authors: Shinji Watanabe, Takaaki Hori and John Hershey
  • Learning Word-Like Units from Joint Audio-Visual Analysis
  • Authors: David Harwath and James Glass

标注块句法分析(Tagging Chunking Syntax Parsing/共 13 篇)

  • A Full Non-Monotonic Transition System for Unrestricted Non-Projective Parsing
  • Authors: Daniel Fernández-González and Carlos Gómez-Rodríguez
  • A Minimal Span-Based Neural Constituent Parser
  • Authors: Mitchell Stern, Jacob Andreas and Dan Klein

机器人视觉基础(Vision Robots Grounding/共 5 篇)

  • Combining distributional and referential information for naming objects through cross-modal mapping and direct word prediction
  • Authors: Sina Zarrieß and David Schlangen
  • FOIL it! Find One mismatch between Image and Language caption
  • Authors: Ravi Shekhar, Sandro Pezzelle, Yauhen Klimovich, Aurélie Herbelot, Moin Nabi, Enver Sangineto and Raffaella Bernardi

接收短篇论文

生物医学(Biomedical/共 2 篇)

  • Neural Architecture for Temporal Relation Extraction: A Bi-LSTM Approach for Detecting Narrative Containers
  • Authors: Julien Tourille, Olivier Ferret, Aurelie Neveol and Xavier Tannier
  • Vector space models for evaluating semantic fluency in autism
  • Authors: Emily Prud』hommeaux, Jan van Santen and Douglas Gliner

认知建模与心理语言学(Cognitive Modelling and Psycholinguistics/共 1 篇)

  • The Role of Prosody and Speech Register in Word Segmentation: A Computational Modelling Perspective
  • Authors: Bogdan Ludusan, Reiko Mazuka, Mathieu Bernard, Alejandrina Cristia and Emmanuel Dupoux

交互式对话系统(Dialog Interactive Systems/共 3 篇)

  • A Conditional Variational Framework for Dialog Generation
  • Authors: Xiaoyu Shen, Hui Su, Yanran Li, Wenjie Li, Shuzi Niu and Akiko Aizawa
  • How to Make Contexts More Useful? An Empirical Study to Context-Aware Neural Conversation Models
  • Authors: Zhiliang Tian, Rui Yan, Lili Mou, Yiping Song, Yansong Feng and Dongyan Zhao

语篇语用学(Discourse Pragmatics/共 8 篇)

  • A Recurrent Neural Model with Attention for the Recognition of Chinese Implicit Discourse Relations
  • Authors: Niko Schenk and Samuel Rönnqvist
  • A Two-stage Parsing Method for Text-level Discourse Analysis
  • Authors: Yizhong Wang and Sujian Li

摘要生成(Generation Summarization/共 4 篇)

  • A Principled Framework for Evaluating Summarizers: Comparing Models of Summary Quality against Human Judgments
  • Authors: Maxime Peyrard and Judith Eckle-Kohler
  • Japanese Sentence Compression with a Large Training Dataset
  • Authors: Shun Hasegawa, Yuta Kikuchi, Hiroya Takamura and Manabu Okumura

IE QA 文本挖掘应用(IE QA Text Mining Applications/共 19 篇)

  • A Generative Attentional Neural Network Model for Dialogue Act Classification
  • Authors: Quan Hung Tran, Gholamreza Haffari and Ingrid Zukerman
  • Bootstrapping for Numerical Open IE
  • Authors: Swarnadeep Saha, Harinder Pal and Mausam

机器学习(Machine Learning/共 6 篇)

  • A Deep Network with Visual Text Composition Behavior
  • Authors: Hongyu GUO
  • Differentiable Scheduled Sampling for Credit Assignment
  • Authors: Kartik Goyal, Chris Dyer and Taylor Berg-Kirkpatrick

机器翻译(Machine Translation/共 12 篇)

  • Alternative Objective Functions for Training MT Evaluation Metrics
  • Authors: Miloš Stanojević and Khalil Sima‘ an
  • An Empirical Comparison of Domain Adaptation Methods for Neural Machine Translation
  • Authors: Chenhui Chu, Raj Dabre and Sadao Kurohashi

多学科论文(Multidisciplinary/共 6 篇)

  • Automatic Compositor Attribution in the First Folio of Shakespeare
  • Authors: Maria Ryskina, Hannah Alpert-Abrams, Dan Garrette and Taylor Berg-Kirkpatrick
  • Detection of Chinese Word Usage Errors for Non-Native Chinese Learners with Bidirectional LSTM
  • Authors: Yow-Ting Shiue, Hen-Hsen Huang and Hsin-Hsi Chen

多语言论文(Multilingual/共 3 篇)

  • EuroSense: Automatic Harvesting of Multilingual Sense Annotations from Parallel Text
  • Authors: Claudio Delli Bovi, Jose Camacho-Collados, Alessandro Raganato and Roberto Navigli
  • Incorporating Dialectal Variability for Socially Equitable Language Identification
  • Authors: David Jurgens, Yulia Tsvetkov and Dan Jurafsky

音系形态学词切分(Phonology Morphology Word Segmentation/共 3 篇)

  • Challenging Language-Dependent Segmentation for Arabic: An Application to Machine Translation and Part-of-Speech Tagging
  • Authors: Hassan Sajjad, Fahim Dalvi, Nadir Durrani, Ahmed Abdelali, Yonatan Belinkov and Stephan Vogel
  • Evaluation of Compound Splitting with Textual Entailment
  • Authors: Glorianna Jagfeld, Patrick Ziering and Lonneke van der Plas

资源评估(Resources Evaluation/共 5 篇)

  • 「Liar, Liar Pants on Fire」: A New Benchmark Dataset for Fake News Detection
  • Authors: William Yang Wang
  • Constructing Large-Scale Japanese Image Caption Dataset
  • Authors: Yuya Yoshikawa, Yutaro Shigeto and Akikazu Takeuchi

语义学(Semantics/共 9 篇)

  • AMR-to-text Generation with Synchronous Node Replacement Grammar
  • Authors: Linfeng Song, Xiaochang Peng, Yue Zhang, Zhiguo Wang and Daniel Gildea
  • Geometry of Sentences
  • Authors: Jiaqi Mu, Suma Bhat and Pramod Viswanath

情感分析和观点挖掘(Sentiment Analysis Opinion Mining/共 6 篇)

  • Best-Worst Scaling More Reliable than Rating Scales: A Case Study on Sentiment Intensity Annotation
  • Authors: Svetlana Kiritchenko and Saif Mohammad
  • Exploiting Domain Knowledge via Grouped Weight Sharing with Application to Text Categorization
  • Authors: Ye Zhang, Matthew Lease and Byron C. Wallace

社交媒体(Social Media/共 10 篇)

  • A Network Framework for Noisy Label Aggregation in Social Media
  • Authors: Xueying Zhan, Yaowei Wang, Yanghui Rao, Haoran Xie, Qing Li, Fu Lee Wang and Tak-Lam Wong
  • A Neural Model for User Geolocation and Lexical Dialectology
  • Authors: Afshin Rahimi, Trevor Cohn and Timothy Baldwin

语音(Speech/共 1 篇)

  • Incorporating Uncertainty into Deep Learning for Spoken Language Assessment
  • Authors: Andrey Malinin, Anton Ragni, Kate Knill and Mark Gales

标注块句法分析(Tagging Chunking Syntax Parsing/共 7 篇)

  • A Generative Parser with a Discriminative Recognition Algorithm
  • Authors: Jianpeng Cheng, Adam Lopez and Mirella Lapata
  • Arc-swift: A Novel Transition System for Dependency Parsing
  • Authors: Peng Qi and Christopher D. Manning

机器人视觉基础(Vision Robots Grounding/共 2 篇)

  • A Corpus of Compositional Language for Visual Reasoning
  • Authors: Alane Suhr, Mike Lewis, James Yeh and Yoav Artzi
  • A Survey on Action Recognition Datasets and Tasks for Still Images
  • Authors: Spandana Gella and Frank Keller

接收的软件展示(共 21 个)

  • Extended Named Entity Recognition API and Its Applications in Language Education
  • Authors: Tuan Duc Nguyen, Khai Mai, Thai-Hoang Pham, Minh Trung Nguyen, Truc-Vien T. Nguyen, Takashi Eguchi, Ryohei Sasano and Satoshi Sekine
  • Swanson linking revisited: Accelerating literature-based discovery across domains using a conceptual influence graph
  • Authors: Gus Hahn-Powell, Marco A. Valenzuela-Escárcega and Mihai Surdeanu
  • OpenNMT: Open-Source Toolkit for Neural Machine Translation
  • Authors: Guillaume Klein, Yoon Kim, Yuntian Deng, Jean Senellart and Alexander M. Rush
  • RelTextRank: An Open Source Framework for Building Relational Syntactic-Semantic Text Pair Representations
  • Authors: Kateryna Tymoshenko, Alessandro Moschitti, Massimo Nicosia and Aliaksei Severyn
  • Scattertext: a Browser-Based Tool for Visualizing how Corpora Differ
  • Authors: Jason Kessler

在 ACL 2017 汇报的 ACL 论文(共 21 篇)

这些论文由 TACL 接收并出版,并且将在 ACL 2017 做主题演讲报告。

  • Decoding Anagrammed Texts Written in an Unknown Language and Script
  • Authors: Bradley Hauer and Grzegorz Kondrak
  • Visually Grounded and Textual Semantic Models Differentially Decode Brain Activity Associated with Concrete and Abstract Nouns
  • Authors: Andrew J. Anderson, Douwe Kiela, Stephen Clark, Massimo Poesio
  • Evaluating Visual Representations for Topic Understanding and Their Effects on Manually Generated Labels
  • Authors: Alison Smith, Tak Yeon Lee, Forough-Poursabzi Sangdeh, Jordan Boyd-Graber, Niklas Elmqvist, Leah Findlater
  • Joint Semantic Synthesis and Morphological Analysis of the Derived Word
  • Authors: Ryan Cotterell and Hinrich Schütze
  • Learning to Prune: Exploring the Frontier of Fast and Accurate Parsing
  • Authors: Tim Vieira, Jason Eisner

完整接收论文地址:https://chairs-blog.acl2017.org/2017/04/05/accepted-papers-and-demonstrations/

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