The Truth, The Whole Truth, and Nothing But the Truth: A Pragmatic Guide to Assessing Empirical Evaluations

An unsound claim can misdirect a field, encouraging the pursuit of unworthy ideas and the abandonment of promising ideas. An inadequate description of a claim can make it difficult to reason about the claim, for example, to determine whether the claim is sound. Many practitioners will acknowledge th...

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Veröffentlicht in:ACM transactions on programming languages and systems 2016-10, Vol.38 (4), p.1-20, Article 15
Hauptverfasser: Blackburn, Stephen M., Diwan, Amer, Hauswirth, Matthias, Sweeney, Peter F., Amaral, José Nelson, Brecht, Tim, Bulej, Lubomír, Click, Cliff, Eeckhout, Lieven, Fischmeister, Sebastian, Frampton, Daniel, Hendren, Laurie J., Hind, Michael, Hosking, Antony L., Jones, Richard E., Kalibera, Tomas, Keynes, Nathan, Nystrom, Nathaniel, Zeller, Andreas
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container_issue 4
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container_title ACM transactions on programming languages and systems
container_volume 38
creator Blackburn, Stephen M.
Diwan, Amer
Hauswirth, Matthias
Sweeney, Peter F.
Amaral, José Nelson
Brecht, Tim
Bulej, Lubomír
Click, Cliff
Eeckhout, Lieven
Fischmeister, Sebastian
Frampton, Daniel
Hendren, Laurie J.
Hind, Michael
Hosking, Antony L.
Jones, Richard E.
Kalibera, Tomas
Keynes, Nathan
Nystrom, Nathaniel
Zeller, Andreas
description An unsound claim can misdirect a field, encouraging the pursuit of unworthy ideas and the abandonment of promising ideas. An inadequate description of a claim can make it difficult to reason about the claim, for example, to determine whether the claim is sound. Many practitioners will acknowledge the threat of unsound claims or inadequate descriptions of claims to their field. We believe that this situation is exacerbated, and even encouraged, by the lack of a systematic approach to exploring, exposing, and addressing the source of unsound claims and poor exposition. This article proposes a framework that identifies three sins of reasoning that lead to unsound claims and two sins of exposition that lead to poorly described claims and evaluations. Sins of exposition obfuscate the objective of determining whether or not a claim is sound, while sins of reasoning lead directly to unsound claims. Our framework provides practitioners with a principled way of critiquing the integrity of their own work and the work of others. We hope that this will help individuals conduct better science and encourage a cultural shift in our research community to identify and promulgate sound claims.
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source ACM Digital Library Complete; Business Source Complete
subjects Abandonment
Communities
Computer systems organization
Cross-computing tools and techniques
Dependable and fault-tolerant systems and networks
Exposure
General and reference
Integrity
Lead (metal)
Network performance evaluation
Networks
Programming languages
Reasoning
Sound
title The Truth, The Whole Truth, and Nothing But the Truth: A Pragmatic Guide to Assessing Empirical Evaluations
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