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<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>The Benchmark Lottery · HackerPapers discussions</title><link>https://hackerpaper.kaipfister.de/p/2107.07002/</link><description>Collected HN comments and submissions linking this paper.</description><language>en</language><lastBuildDate>Mon, 02 Nov 2026 11:16:22 GMT</lastBuildDate><atom:link href="https://hackerpaper.kaipfister.de/p/2107.07002/feed.xml" rel="self" type="application/rss+xml" /><item><title>The Benchmark Lottery — mentioned by carschno</title><link>https://news.ycombinator.com/item?id=29458753</link><guid isPermaLink="false">urn:hackerpapers:mention:2107.07002:29458753</guid><pubDate>Mon, 06 Dec 2021 12:11:44 GMT</pubDate><description>&lt;p&gt;Too bad they don&amp;#x27;t cite the paper &amp;quot;The Benchmark Lottery&amp;quot; (M. Dehghani et al, 2021) (https://arxiv.org/abs/2107.07002) &amp;gt; The world of empirical machine learning (ML) strongly relies on benchmarks in order to determine the relative effectiveness of different algorithms and methods. This paper proposes the notion of &amp;quot;a benchmark lottery&amp;quot; that describes the overall fragility of the ML benchmarking process. The benchmark lottery postulates that many factors, other than fundamental algorithmic superiority, may lead to a method being perceived as superior. On multiple benchmark setups that are…&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/2107.07002/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.LG</category></item><item><title>The Benchmark Lottery — HN submission</title><link>https://news.ycombinator.com/item?id=27865491</link><guid isPermaLink="false">urn:hackerpapers:submission:2107.07002:27865491</guid><pubDate>Sat, 17 Jul 2021 13:04:48 GMT</pubDate><description>&lt;p&gt;The Benchmark Lottery&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;57 points; 12 discussion replies on HN. &lt;a href="https://hackerpaper.kaipfister.de/p/2107.07002/"&gt;Paper and source history&lt;/a&gt;. A submission is not an endorsement.&lt;/p&gt;</description><category>cs.LG</category></item></channel></rss>
