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 UCCA
Authors: 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
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