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Efficient Outside Computation Comput. Linguist. (IF 2.51) Pub Date : 2021-02-26 Daniel Gildea
Weighted deduction systems provide a framework for describing parsing algorithms that can be used with a variety of operations for combining the values of partial derivations. For some operations, inside values can be computed efficiently, but outside values cannot. We view out-side values as functions from inside values to the total value of all derivations, and we analyze outside computation in terms
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Sparse Transcription Comput. Linguist. (IF 2.51) Pub Date : 2021-02-26 Steven Bird
The transcription bottleneck is often cited as a major obstacle for efforts to document the world’s endangered languages and supply them with language technologies. One solution is to extend methods from automatic speech recognition and machine translation, and recruit linguists to provide narrow phonetic transcriptions and sentence-aligned translations. However, I believe that these approaches are
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Multi-SimLex: A Large-Scale Evaluation of Multilingual and Cross-Lingual Lexical Semantic Similarity Comput. Linguist. (IF 2.51) Pub Date : 2020-10-22 Ivan Vulić; Simon Baker; Edoardo Maria Ponti; Ulla Petti; Ira Leviant; Kelly Wing; Olga Majewska; Eden Bar; Matt Malone; Thierry Poibeau; Roi Reichart; Anna Korhonen
We introduce Multi-SimLex, a large-scale lexical resource and evaluation benchmark covering data sets for 12 typologically diverse languages, including major languages (e.g., Mandarin Chinese, Spanish, Russian) as well as less-resourced ones (e.g., Welsh, Kiswahili). Each language data set is annotated for the lexical relation of semantic similarity and contains 1,888 semantically aligned concept pairs
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A Graph Based Framework for Structured Prediction Tasks in Sanskrit Comput. Linguist. (IF 2.51) Pub Date : 2020-10-22 Amrith Krishna; Bishal Santra; Ashim Gupta; Pavankumar Satuluri; Pawan Goyal
We propose a framework using Energy Based Models for multiple structured prediction tasks in Sanskrit. Ours is an arc-factored model, similar to the graph-based parsing approaches, and we consider the tasks of word segmentation, morphological parsing, dependency parsing, syntactic linearization, and prosodification, a prosody-level task we introduce in this work. Ours is a search-based structured prediction
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What Should/Do/Can LSTMs Learn When Parsing Auxiliary Verb Constructions? Comput. Linguist. (IF 2.51) Pub Date : 2020-10-22 Miryam de Lhoneux; Sara Stymne; Joakim Nivre
There is a growing interest in investigating what neural NLP models learn about language. A prominent open question is the question of whether or not it is necessary to model hierarchical structure. We present a linguistic investigation of a neural parser adding insights to this question. We look at transitivity and agreement information of auxiliary verb constructions (AVCs) in comparison to finite
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Deep Learning Approaches to Text Production Comput. Linguist. (IF 2.51) Pub Date : 2020-10-20 Yue Zhang
Computational Linguistics, Ahead of Print.
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Statistical Significance Testing for Natural Language Processing Comput. Linguist. (IF 2.51) Pub Date : 2020-10-20 Edwin D. Simpson
Computational Linguistics, Ahead of Print.
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Sentence Meaning Representations Across Languages: What CanWe Learn from Existing Frameworks? Comput. Linguist. (IF 2.51) Pub Date : 2020-07-16 Zdeněk Žabokrtský; Daniel Zeman; Magda Ševčíková
This article gives an overview of how sentence meaning is represented in eleven deep-syntactic frameworks, ranging from those based on linguistic theories elaborated for decades to rather lightweight NLP-motivated approaches. We outline the most important characteristics of each framework and then discuss how particular language phenomena are treated across those frameworks, while trying to shed light
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Tractable Lexical-Functional Grammar Comput. Linguist. (IF 2.51) Pub Date : 2020-07-16 Jürgen Wedekind; Ronald M. Kaplan
The formalism for Lexical-Functional Grammar (LFG) was introduced in the 1980’s as one of the first constraint-based grammatical formalisms for natural language. It has led to substantial contributions to the linguistic literature and to the construction of large-scale descriptions of particular languages. Investigations of its mathematical properties have shown that, without further restrictions,
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Predicting In-Game Actions from Interviews of NBA Players Comput. Linguist. (IF 2.51) Pub Date : 2020-07-16 Nadav Oved; Amir Feder; Roi Reichart
Sports competitions are widely researched in computer and social science, with the goal of understanding how players act under uncertainty. Although there is an abundance of computational work on player metrics prediction based on past performance, very few attempts to incorporate out-of-game signals have been made. Specifically, it was previously unclear whether linguistic signals gathered from players’
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Semantic Drift in Multilingual Representations Comput. Linguist. (IF 2.51) Pub Date : 2020-07-16 Lisa Beinborn; Rochelle Choenni
Multilingual representations have mostly been evaluated based on their performance on specific tasks. In this article, we look beyond engineering goals and analyze the relations between languages in computational representations. We introduce a methodology for comparing languages based on their organization of semantic concepts. We propose to conduct an adapted version of representational similarity
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The Limitations of Stylometry for Detecting Machine-Generated Fake News Comput. Linguist. (IF 2.51) Pub Date : 2020-07-02 Tal Schuster; Roei Schuster; Darsh J. Shah; Regina Barzilay
Recent developments in neural language models (LMs) have raised concerns about their potential misuse for automatically spreading misinformation. In light of these concerns, several studies have proposed to detect machine-generated fake news by capturing their stylistic differences from human-written text. These approaches, broadly termed stylometry, have found success in source attribution and misinformation
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Fair Is Better than Sensational: Man Is to Doctor as Woman Is to Doctor Comput. Linguist. (IF 2.51) Pub Date : 2020-07-02 Malvina Nissim; Rik van Noord; Rob van der Goot
Analogies such as man is to king as woman is to X are often used to illustrate the amazing power of word embeddings. Concurrently, they have also been used to expose how strongly human biases are encoded in vector spaces trained on natural language, with examples like man is to computer programmer as woman is to homemaker. Recent work has shown that analogies are in fact not an accurate diagnostic
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Abstract Syntax as Interlingua: Scaling Up the Grammatical Framework from Controlled Languages to Robust Pipelines Comput. Linguist. (IF 2.51) Pub Date : 2020-07-02 Aarne Ranta; Krasimir Angelov; Normunds Gruzitis; Prasanth Kolachina
Abstract syntax is an interlingual representation used in compilers. Grammatical Framework (GF) applies the abstract syntax idea to natural languages. The development of GF started in 1998, first as a tool for controlled language implementations, where it has gained an established position in both academic and commercial projects. GF provides grammar resources for over 40 languages, enabling accurate
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A Systematic Study of Inner-Attention-Based Sentence Representations in Multilingual Neural Machine Translation Comput. Linguist. (IF 2.51) Pub Date : 2020-07-02 Raúl Vázquez; Alessandro Raganato; Mathias Creutz; Jörg Tiedemann
Neural machine translation has considerably improved the quality of automatic translations by learning good representations of input sentences. In this article, we explore a multilingual translation model capable of producing fixed-size sentence representations by incorporating an intermediate crosslingual shared layer, which we refer to as attention bridge. This layer exploits the semantics from each
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LINSPECTOR: Multilingual Probing Tasks for Word Representations Comput. Linguist. (IF 2.51) Pub Date : 2020-07-02 Gözde Gül Şahin; Clara Vania; Ilia Kuznetsov; Iryna Gurevych
Despite an ever-growing number of word representation models introduced for a large number of languages, there is a lack of a standardized technique to provide insights into what is captured by these models. Such insights would help the community to get an estimate of the downstream task performance, as well as to design more informed neural architectures, while avoiding extensive experimentation that
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LessLex: Linking Multilingual Embeddings to SenSe Representations of LEXical Items Comput. Linguist. (IF 2.51) Pub Date : 2020-07-02 Davide Colla; Enrico Mensa; Daniele P. Radicioni
We present LESSLEX, a novel multilingual lexical resource. Different from the vast majority of existing approaches, we ground our embeddings on a sense inventory made available from the BabelNet semantic network. In this setting, multilingual access is governed by the mapping of terms onto their underlying sense descriptions, such that all vectors co-exist in the same semantic space. As a result, for
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Unsupervised Word Translation with Adversarial Autoencoder Comput. Linguist. (IF 2.51) Pub Date : 2020-07-02 Tasnim Mohiuddin; Shafiq Joty
Crosslingual word embeddings learned from monolingual embeddings have a crucial role in many downstream tasks, ranging from machine translation to transfer learning. Adversarial training has shown impressive success in learning crosslingual embeddings and the associated word translation task without any parallel data by mapping monolingual embeddings to a shared space. However, recent work has shown
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Multilingual and Interlingual Semantic Representations for Natural Language Processing: A Brief Introduction Comput. Linguist. (IF 2.51) Pub Date : 2020-07-02 Marta R. Costa-jussà; Cristina España-Bonet; Pascale Fung; Noah A. Smith
We introduce the Computational Linguistics special issue on Multilingual and Interlingual Semantic Representations for Natural Language Processing. We situate the special issue’s five articles in the context of our fast-changing field, explaining our motivation for this project. We offer a brief summary of the work in the issue, which includes developments on lexical and sentential semantic representations