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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