• Publications
  • Influence
39. Opinion mining and sentiment analysis
TLDR
We introduce an idealised, end-to-end opinion analysis system and describe its components, including constructing opinion lexica, performing sentiment analysis, and producing opinion summaries. Expand
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TFX: A TensorFlow-Based Production-Scale Machine Learning Platform
TLDR
We present TensorFlow Extended (TFX), a general-purpose machine learning platform for reliably producing and deploying machine learning models, implemented at Google. Expand
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Deep Read: A Reading Comprehension System
TLDR
This paper describes initial work on Deep Read, an automated reading comprehension system that accepts arbitrary text input (a story) and answers questions about it. Expand
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Identifying Expressions of Opinion in Context
TLDR
We present an approach for identifying opinion expressions that uses conditional random fields and we evaluate the approach at the expression-level using a standard sentiment corpus. Expand
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Joint Extraction of Entities and Relations for Opinion Recognition
TLDR
We present an approach for the joint extraction of entities and relations in the context of opinion recognition and analysis. Expand
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Analyses for elucidating current question answering technology
TLDR
In this paper, we take a detailed look at the performance of components of an idealized question answering system on two different tasks: TREC Question Answering task and a set of reading comprehension exams. Expand
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The ML test score: A rubric for ML production readiness and technical debt reduction
TLDR
We present 28 specific tests and monitoring needs, drawn from experience with a wide range of production ML systems to help quantify these issues and present an easy to follow road-map to improve production readiness and pay down ML technical debt. Expand
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The Debate on Automated Essay Grading
TLDR
Automated writing-evaluation systems might provide precisely the platforms we need to elucidate the features that characterize good and bad writing, and many of the linguistic, cognitive, and other skills that underlie the human capacity for both reading and writing. Expand
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How to Evaluate Your Question Answering System Every Day ... and Still Get Real Work Done
TLDR
We report on Qaviar, an experimental automated evaluation system for question answering applications. Expand
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