Dan Roth

Paired Representation Learning for Event and Entity Coreference

Co-reference of Events and of Entities are commonly formulated as binary...
10/24/2020 ∙ by Xiaodong Yu, et al. ∙ 0 ∙ share

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Temporal Reasoning on Implicit Events from Distant Supervision

Existing works on temporal reasoning among events described in text focu...
10/24/2020 ∙ by Ben Zhou, et al. ∙ 0 ∙ share

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Understanding the Extent to which Summarization Evaluation Metrics Measure the Information Quality of Summaries

Reference-based metrics such as ROUGE or BERTScore evaluate the content ...
10/23/2020 ∙ by Daniel Deutsch, et al. ∙ 0 ∙ share

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Analogous Process Structure Induction for Sub-event Sequence Prediction

Computational and cognitive studies of event understanding suggest that ...
10/16/2020 ∙ by Hongming Zhang, et al. ∙ 0 ∙ share

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Joint Constrained Learning for Event-Event Relation Extraction

Understanding natural language involves recognizing how multiple event m...
10/13/2020 ∙ by Haoyu Wang, et al. ∙ 0 ∙ share

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"What Are You Trying to Do?" Semantic Typing of Event Processes

This paper studies a new cognitively motivated semantic typing task, mul...
10/13/2020 ∙ by Muhao Chen, et al. ∙ 0 ∙ share

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Do Language Embeddings Capture Scales?

Pretrained Language Models (LMs) have been shown to possess significant ...
10/11/2020 ∙ by Xikun Zhang, et al. ∙ 0 ∙ share

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"I'd rather just go to bed": Understanding Indirect Answers

We revisit a pragmatic inference problem in dialog: understanding indire...
10/07/2020 ∙ by Annie Louis, et al. ∙ 0 ∙ share

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Pruning Redundant Mappings in Transformer Models via Spectral-Normalized Identity Prior

Traditional (unstructured) pruning methods for a Transformer model focus...
10/05/2020 ∙ by Zi Lin, et al. ∙ 0 ∙ share

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Towards Question-Answering as an Automatic Metric for Evaluating the Content Quality of a Summary

Recently, there has been growing interest in using question-answering (Q...
10/01/2020 ∙ by Daniel Deutsch, et al. ∙ 0 ∙ share

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Visual Pivoting for (Unsupervised) Entity Alignment

This work studies the use of visual semantic representations to align en...
09/28/2020 ∙ by Fangyu Liu, et al. ∙ 8 ∙ share

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Task-Oriented Dialogue as Dataflow Synthesis

We describe an approach to task-oriented dialogue in which dialogue stat...
09/24/2020 ∙ by Jacob Andreas, et al. ∙ 0 ∙ share

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From Spatial Relations to Spatial Configurations

Spatial Reasoning from language is essential for natural language unders...
07/19/2020 ∙ by Soham Dan, et al. ∙ 0 ∙ share

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Understanding Spatial Relations through Multiple Modalities

Recognizing spatial relations and reasoning about them is essential in m...
07/19/2020 ∙ by Soham Dan, et al. ∙ 4 ∙ share

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SacreROUGE: An Open-Source Library for Using and Developing Summarization Evaluation Metrics

We present SacreROUGE, an open-source library for using and developing s...
07/10/2020 ∙ by Daniel Deutsch, et al. ∙ 0 ∙ share

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Building Low-Resource NER Models Using Non-Speaker Annotation

In low-resource natural language processing (NLP), the key problem is a ...
06/17/2020 ∙ by Tatiana Tsygankova, et al. ∙ 0 ∙ share

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Learnability with Indirect Supervision Signals

Learning from indirect supervision signals is important in real-world AI...
06/15/2020 ∙ by Kaifu Wang, et al. ∙ 0 ∙ share

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Foreshadowing the Benefits of Incidental Supervision

Learning theory mostly addresses the standard learning paradigm, assumin...
06/09/2020 ∙ by Hangfeng He, et al. ∙ 19 ∙ share

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Incidental Supervision: Moving beyond Supervised Learning

Machine Learning and Inference methods have become ubiquitous in our att...
05/25/2020 ∙ by Dan Roth, et al. ∙ 10 ∙ share

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Text Classification with Few Examples using Controlled Generalization

Training data for text classification is often limited in practice, espe...
05/18/2020 ∙ by Abhijit Mahabal, et al. ∙ 0 ∙ share

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Context-Based Quotation Recommendation

While composing a new document, anything from a news article to an email...
05/17/2020 ∙ by Ansel MacLaughlin, et al. ∙ 0 ∙ share

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Temporal Common Sense Acquisition with Minimal Supervision

Temporal common sense (e.g., duration and frequency of events) is crucia...
05/08/2020 ∙ by Ben Zhou, et al. ∙ 0 ∙ share

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Design Challenges for Low-resource Cross-lingual Entity Linking

Cross-lingual Entity Linking (XEL) grounds mentions of entities that app...
05/02/2020 ∙ by XingYu Fu, et al. ∙ 0 ∙ share

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TORQUE: A Reading Comprehension Dataset of Temporal Ordering Questions

A critical part of reading is being able to understand the temporal rela...
05/01/2020 ∙ by Qiang Ning, et al. ∙ 0 ∙ share

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TransOMCS: From Linguistic Graphs to Commonsense Knowledge

Commonsense knowledge acquisition is a key problem for artificial intell...
05/01/2020 ∙ by Hongming Zhang, et al. ∙ 16 ∙ share

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Cross-lingual Entity Alignment for Knowledge Graphs with Incidental Supervision from Free Text

Much research effort has been put to multilingual knowledge graph (KG) e...
05/01/2020 ∙ by Muhao Chen, et al. ∙ 2 ∙ share

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Extending Multilingual BERT to Low-Resource Languages

Multilingual BERT (M-BERT) has been a huge success in both supervised an...
04/28/2020 ∙ by Zihan Wang, et al. ∙ 0 ∙ share

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Cross-Lingual Ability of Multilingual BERT: An Empirical Study

Recent work has exhibited the surprising cross-lingual abilities of mult...
12/17/2019 ∙ by Karthikeyan K, et al. ∙ 10 ∙ share

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Robust Named Entity Recognition with Truecasing Pretraining

Although modern named entity recognition (NER) systems show impressive p...
12/15/2019 ∙ by Stephen Mayhew, et al. ∙ 0 ∙ share

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Neural Module Networks for Reasoning over Text

Answering compositional questions that require multiple steps of reasoni...
12/10/2019 ∙ by Nitish Gupta, et al. ∙ 0 ∙ share

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Not All Claims are Created Equal: Choosing the Right Approach to Assess Your Hypotheses

Empirical research in Natural Language Processing (NLP) has adopted a na...
11/10/2019 ∙ by Erfan Sadeqi Azer, et al. ∙ 8 ∙ share

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Named Entity Recognition with Partially Annotated Training Data

Supervised machine learning assumes the availability of fully-labeled da...
09/20/2019 ∙ by Stephen Mayhew, et al. ∙ 0 ∙ share

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"Going on a vacation" takes longer than "Going for a walk": A Study of Temporal Commonsense Understanding

Understanding time is crucial for understanding events expressed in natu...
09/06/2019 ∙ by Ben Zhou, et al. ∙ 0 ∙ share

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An Improved Neural Baseline for Temporal Relation Extraction

Determining temporal relations (e.g., before or after) between events ha...
09/01/2019 ∙ by Qiang Ning, et al. ∙ 0 ∙ share

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Incidental Supervision from Question-Answering Signals

Human annotations are costly for many natural language processing (NLP) ...
09/01/2019 ∙ by Hangfeng He, et al. ∙ 12 ∙ share

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Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach

Zero-shot text classification (0Shot-TC) is a challenging NLU problem to...
08/31/2019 ∙ by Wenpeng Yin, et al. ∙ 0 ∙ share

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Improving Generalization in Coreference Resolution via Adversarial Training

In order for coreference resolution systems to be useful in practice, th...
08/13/2019 ∙ by Sanjay Subramanian, et al. ∙ 0 ∙ share

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Solving Hard Coreference Problems

Coreference resolution is a key problem in natural language understandin...
07/11/2019 ∙ by Haoruo Peng, et al. ∙ 0 ∙ share

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Zero-Shot Open Entity Typing as Type-Compatible Grounding

The problem of entity-typing has been studied predominantly in supervise...
07/07/2019 ∙ by Ben Zhou, et al. ∙ 0 ∙ share

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Declarative Learning-Based Programming as an Interface to AI Systems

Data-driven approaches are becoming more common as problem-solving techn...
06/18/2019 ∙ by Parisa Kordjamshidi, et al. ∙ 2 ∙ share

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A Structured Learning Approach to Temporal Relation Extraction

Identifying temporal relations between events is an essential step towar...
06/12/2019 ∙ by Qiang Ning, et al. ∙ 0 ∙ share

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Joint Reasoning for Temporal and Causal Relations

Understanding temporal and causal relations between events is a fundamen...
06/12/2019 ∙ by Qiang Ning, et al. ∙ 3 ∙ share

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CogCompTime: A Tool for Understanding Time in Natural Language Text

Automatic extraction of temporal information in text is an important com...
06/12/2019 ∙ by Qiang Ning, et al. ∙ 0 ∙ share

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Partial Or Complete, That's The Question

For many structured learning tasks, the data annotation process is compl...
06/12/2019 ∙ by Qiang Ning, et al. ∙ 0 ∙ share

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PerspectroScope: A Window to the World of Diverse Perspectives

This work presents PerspectroScope, a web-based system which lets users ...
06/11/2019 ∙ by Sihao Chen, et al. ∙ 0 ∙ share

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Question Answering as Global Reasoning over Semantic Abstractions

We propose a novel method for exploiting the semantic structure of text ...
06/09/2019 ∙ by Daniel Khashabi, et al. ∙ 3 ∙ share

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Seeing Things from a Different Angle: Discovering Diverse Perspectives about Claims

One key consequence of the information revolution is a significant incre...
06/08/2019 ∙ by Sihao Chen, et al. ∙ 0 ∙ share

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How Large Are Lions? Inducing Distributions over Quantitative Attributes

Most current NLP systems have little knowledge about quantitative attrib...
06/04/2019 ∙ by Yanai Elazar, et al. ∙ 0 ∙ share

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ner and pos when nothing is capitalized

For those languages which use it, capitalization is an important signal ...
03/27/2019 ∙ by Stephen Mayhew, et al. ∙ 0 ∙ share

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Evidence Sentence Extraction for Machine Reading Comprehension

Recently remarkable success has been achieved in machine reading compreh...
02/23/2019 ∙ by Hai Wang, et al. ∙ 0 ∙ share

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Dan Roth

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