Adam Meyers

Also published as: A. Meyers


2022

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On Breadth Alone: Improving the Precision of Terminology Extraction Systems on Patent Corpora
Sean Nordquist | Adam Meyers
Proceedings of the Natural Legal Language Processing Workshop 2022

Automatic Terminology Extraction (ATE) methods are a class of linguistic, statistical, machine learning or hybrid techniques for identifying terminology in a set of documents. Most modern ATE methods use a statistical measure of how important or characteristic a potential term is to a foreground corpus by using a second background corpus as a baseline. While many variables with ATE methods have been carefully evaluated and tuned in the literature, the effects of choosing a particular background corpus over another are not obvious. In this paper, we propose a methodology that allows us to adjust the relative breadth of the foreground and background corpora in patent documents by taking advantage of the Cooperative Patent Classification (CPC) scheme. Our results show that for every foreground corpus, the broadest background corpus gave the worst performance, in the worst case that difference is 17%. Similarly, the least broad background corpus gave suboptimal performance in all three experiments. We also demonstrate qualitative differences between background corpora – narrower background corpora tend towards more technical output. We expect our results to generalize to terminology extraction for other legal and technical documents and, generally, to the foreground/background approach to ATE.

2019

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Proceedings of the Natural Legal Language Processing Workshop 2019
Nikolaos Aletras | Elliott Ash | Leslie Barrett | Daniel Chen | Adam Meyers | Daniel Preotiuc-Pietro | David Rosenberg | Amanda Stent
Proceedings of the Natural Legal Language Processing Workshop 2019

2018

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Letting a Neural Network Decide Which Machine Translation System to Use for Black-Box Fuzzy-Match Repair
John E. Ortega | Weiyi Lu | Adam Meyers | Kyunghyun Cho
Proceedings of the 21st Annual Conference of the European Association for Machine Translation

While systems using the Neural Network-based Machine Translation (NMT) paradigm achieve the highest scores on recent shared tasks, phrase-based (PBMT) systems, rule-based (RBMT) systems and other systems may get better results for individual examples. Therefore, combined systems should achieve the best results for MT, particularly if the system combination method can take advantage of the strengths of each paradigm. In this paper, we describe a system that predicts whether a NMT, PBMT or RBMT will get the best Spanish translation result for a particular English sentence in DGT-TM 20161. Then we use fuzzy-match repair (FMR) as a mechanism to show that the combined system outperforms individual systems in a black-box machine translation setting.

2015

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Proceedings of the 9th Linguistic Annotation Workshop
Adam Meyers | Ines Rehbein | Heike Zinsmeister
Proceedings of the 9th Linguistic Annotation Workshop

2014

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Proceedings of the COLING Workshop on Synchronic and Diachronic Approaches to Analyzing Technical Language
Adam Meyers | Yifan He | Ralph Grishman
Proceedings of the COLING Workshop on Synchronic and Diachronic Approaches to Analyzing Technical Language

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Jargon-Term Extraction by Chunking
Adam Meyers | Zachary Glass | Angus Grieve-Smith | Yifan He | Shasha Liao | Ralph Grishman
Proceedings of the COLING Workshop on Synchronic and Diachronic Approaches to Analyzing Technical Language

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Corpus and Method for Identifying Citations in Non-Academic Text
Yifan He | Adam Meyers
Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14)

We attempt to identify citations in non-academic text such as patents. Unlike academic articles which often provide bibliographies and follow consistent citation styles, non-academic text cites scientific research in a more ad-hoc manner. We manually annotate citations in 50 patents, train a CRF classifier to find new citations, and apply a reranker to incorporate non-local information. Our best system achieves 0.83 F-score on 5-fold cross validation.

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Annotating Relations in Scientific Articles
Adam Meyers | Giancarlo Lee | Angus Grieve-Smith | Yifan He | Harriet Taber
Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14)

Relations (ABBREVIATE, EXEMPLIFY, ORIGINATE, REL_WORK, OPINION) between entities (citations, jargon, people, organizations) are annotated for PubMed scientific articles. We discuss our specifications, pre-processing and evaluation

2013

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Towards Fine-grained Citation Function Classification
Xiang Li | Yifan He | Adam Meyers | Ralph Grishman
Proceedings of the International Conference Recent Advances in Natural Language Processing RANLP 2013

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Contrasting and Corroborating Citations in Journal Articles
Adam Meyers
Proceedings of the International Conference Recent Advances in Natural Language Processing RANLP 2013

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A Preliminary Study of Tweet Summarization using Information Extraction
Wei Xu | Ralph Grishman | Adam Meyers | Alan Ritter
Proceedings of the Workshop on Language Analysis in Social Media

2011

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Proceedings of the 5th Linguistic Annotation Workshop
Nancy Ide | Adam Meyers | Sameer Pradhan | Katrin Tomanek
Proceedings of the 5th Linguistic Annotation Workshop

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Improving MT Word Alignment Using Aligned Multi-Stage Parses
Adam Meyers | Michiko Kosaka | Shasha Liao | Nianwen Xue
Proceedings of Fifth Workshop on Syntax, Semantics and Structure in Statistical Translation

2009

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The Role of Implicit Argumentation in Nominal SRL
Matthew Gerber | Joyce Chai | Adam Meyers
Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics

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Who, What, When, Where, Why? Comparing Multiple Approaches to the Cross-Lingual 5W Task
Kristen Parton | Kathleen R. McKeown | Bob Coyne | Mona T. Diab | Ralph Grishman | Dilek Hakkani-Tür | Mary Harper | Heng Ji | Wei Yun Ma | Adam Meyers | Sara Stolbach | Ang Sun | Gokhan Tur | Wei Xu | Sibel Yaman
Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP

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The CoNLL-2009 Shared Task: Syntactic and Semantic Dependencies in Multiple Languages
Jan Hajič | Massimiliano Ciaramita | Richard Johansson | Daisuke Kawahara | Maria Antònia Martí | Lluís Màrquez | Adam Meyers | Joakim Nivre | Sebastian Padó | Jan Štěpánek | Pavel Straňák | Mihai Surdeanu | Nianwen Xue | Yi Zhang
Proceedings of the Thirteenth Conference on Computational Natural Language Learning (CoNLL 2009): Shared Task

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Automatic Recognition of Logical Relations for English, Chinese and Japanese in the GLARF Framework
Adam Meyers | Michiko Kosaka | Nianwen Xue | Heng Ji | Ang Sun | Shasha Liao | Wei Xu
Proceedings of the Workshop on Semantic Evaluations: Recent Achievements and Future Directions (SEW-2009)

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Proceedings of the Third Linguistic Annotation Workshop (LAW III)
Manfred Stede | Chu-Ren Huang | Nancy Ide | Adam Meyers
Proceedings of the Third Linguistic Annotation Workshop (LAW III)

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Transducing Logical Relations from Automatic and Manual GLARF
Adam Meyers | Michiko Kosaka | Heng Ji | Nianwen Xue | Mary Harper | Ang Sun | Wei Xu | Shasha Liao
Proceedings of the Third Linguistic Annotation Workshop (LAW III)

2008

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The CoNLL 2008 Shared Task on Joint Parsing of Syntactic and Semantic Dependencies
Mihai Surdeanu | Richard Johansson | Adam Meyers | Lluís Màrquez | Joakim Nivre
CoNLL 2008: Proceedings of the Twelfth Conference on Computational Natural Language Learning

2007

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Proceedings of the Linguistic Annotation Workshop
Branimir Boguraev | Nancy Ide | Adam Meyers | Shigeko Nariyama | Manfred Stede | Janyce Wiebe | Graham Wilcock
Proceedings of the Linguistic Annotation Workshop

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Shared Corpora Working Group Report
Adam Meyers | Nancy Ide | Ludovic Denoyer | Yusuke Shinyama
Proceedings of the Linguistic Annotation Workshop

2006

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Proceedings of the Workshop on Frontiers in Linguistically Annotated Corpora 2006
Timothy Baldwin | Francis Bond | Adam Meyers | Shigeko Nariyama
Proceedings of the Workshop on Frontiers in Linguistically Annotated Corpora 2006

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Annotation Compatibility Working Group Report
Adam Meyers
Proceedings of the Workshop on Frontiers in Linguistically Annotated Corpora 2006

2005

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Proceedings of the Workshop on Frontiers in Corpus Annotations II: Pie in the Sky
Adam Meyers
Proceedings of the Workshop on Frontiers in Corpus Annotations II: Pie in the Sky

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Introduction to Frontiers in Corpus Annotation II: Pie in the Sky
Adam Meyers
Proceedings of the Workshop on Frontiers in Corpus Annotations II: Pie in the Sky

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Merging PropBank, NomBank, TimeBank, Penn Discourse Treebank and Coreference
James Pustejovsky | Adam Meyers | Martha Palmer | Massimo Poesio
Proceedings of the Workshop on Frontiers in Corpus Annotations II: Pie in the Sky

2004

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Discriminative Slot Detection Using Kernel Methods
Shubin Zhao | Adam Meyers | Ralph Grishman
COLING 2004: Proceedings of the 20th International Conference on Computational Linguistics

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The Cross-Breeding of Dictionaries
Adam Meyers | Ruth Reeves | Catherine Macleod | Rachel Szekely | Veronika Zielinska | Brian Young
Proceedings of the Fourth International Conference on Language Resources and Evaluation (LREC’04)

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Annotating Noun Argument Structure for NomBank
Adam Meyers | Ruth Reeves | Catherine Macleod | Rachel Szekely | Veronika Zielinska | Brian Young | Ralph Grishman
Proceedings of the Fourth International Conference on Language Resources and Evaluation (LREC’04)

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NP-External Arguments: A Study of Argument Sharing in English
Adam Meyers | Ruth Reeves | Catherine Macleod
Proceedings of the Workshop on Multiword Expressions: Integrating Processing

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Introduction to Frontiers in Corpus Annotation
Adam Meyers
Proceedings of the Workshop Frontiers in Corpus Annotation at HLT-NAACL 2004

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The NomBank Project: An Interim Report
Adam Meyers | Ruth Reeves | Catherine Macleod | Rachel Szekely | Veronika Zielinska | Brian Young | Ralph Grishman
Proceedings of the Workshop Frontiers in Corpus Annotation at HLT-NAACL 2004

2002

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Formal Mechanisms for Capturing Regularizations
Adam Meyers | Ralph Grishman | Michiko Kosaka
Proceedings of the Third International Conference on Language Resources and Evaluation (LREC’02)

2001

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Covering Treebanks with GLARF
A. Meyers | Ralph Grishman | Michiko Kosaka | Shubin Zhao
Proceedings of the ACL 2001 Workshop on Sharing Tools and Resources

2000

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Chart-Based Transfer Rule Application in Machine Translation
Adam Meyers | Michiko Kosaka | Ralph Grishman
COLING 2000 Volume 1: The 18th International Conference on Computational Linguistics

1998

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Deriving Transfer Rules from Dominance-Preserving Alignments
Adam Meyers | Roman Yangarber | Ralph Grishman | Catherine Macleod | Antonio Moreno-Sandoval
36th Annual Meeting of the Association for Computational Linguistics and 17th International Conference on Computational Linguistics, Volume 2

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A multilingual procedure for dictionary-based sentence alignment
Adam Meyers | Michiko Kosaka | Ralph Grishman
Proceedings of the Third Conference of the Association for Machine Translation in the Americas: Technical Papers

This paper describes a sentence alignment technique based on a machine readable dictionary. Alignment takes place in a single pass through the text, based on the scores of matches between pairs of source and target sentences. Pairings consisting of sets of matches are evaluated using a version of the Gale-Shapely solution to the stable marriage problem. An algorithm is described which can handle N-to-1 (or 1-to-N) matches, for n ≥ 0, i.e., deletions, 1-to-1 (including scrambling), and 1-to-many matches. A simple frequency based method for acquiring supplemental dictionary entries is also discussed. We achieve high quality alignments using available bilingual dictionaries, both for closely related language pairs (Spanish/English) and more distantly related pairs (Japanese/English).

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Using NOMLEX to Produce Nominalization Patterns for Information Extraction
Adam Meyers | Catherine Macleod | Roman Yangarber | Ralph Grishman | Leslie Barrett | Ruth Reeves
The Computational Treatment of Nominals

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Deriving Transfer Rules from Dominance-Preserving Alignments
Adam Meyers | Roman Yangarber | Ralph Grishman | Catherine Macleod | Antonio Moreno-Sandoval
COLING 1998 Volume 2: The 17th International Conference on Computational Linguistics

1996

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Alignment of Shared Forests for Bilingual Corpora
Adam Meyers | Roman Yangarber | Ralph Grishman
COLING 1996 Volume 1: The 16th International Conference on Computational Linguistics

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The Influence of Tagging on the Classification of Lexical Complements
Catherine Macleod | Adam Meyers | Ralph Grishman
COLING 1996 Volume 1: The 16th International Conference on Computational Linguistics

1994

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The Comlex Syntax Project: The First Year
Catherine Macleod | Ralph Grishman | Adam Meyers
Human Language Technology: Proceedings of a Workshop held at Plainsboro, New Jersey, March 8-11, 1994

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Comlex Syntax: Building a Computational Lexicon
Ralph Grishman | Catherine Macleod | Adam Meyers
COLING 1994 Volume 1: The 15th International Conference on Computational Linguistics

1993

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A Unification-Based Parser for Relational Grammar
David E. Johnson | Adam Meyers | Lawrence S. Moss
31st Annual Meeting of the Association for Computational Linguistics