Dataset Open Access

Webis ChangeMyView Corpus 2020 (Webis-CMV-20)

Al-Khatib, Khalid; Völske, Michael; Syed, Shahbaz; Kolyada, Nikolay; Stein, Benno


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    <dct:title>Webis ChangeMyView Corpus 2020 (Webis-CMV-20)</dct:title>
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    <dcat:keyword>social media</dcat:keyword>
    <dcat:keyword>argumentation</dcat:keyword>
    <dcat:keyword>persuasiveness</dcat:keyword>
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    <dct:description>&lt;p&gt;The Webis-CMV-20 dataset comprises all&amp;nbsp;available posts and comments in the &lt;a href="https://reddit.com/r/changemyview"&gt;ChangeMyView&lt;/a&gt;&amp;nbsp;subreddit&amp;nbsp;from the foundation of the subreddit&amp;nbsp;in 2005, until September 2017. From these, we have derived two sub-datasets for the tasks of persuasiveness prediction, and opinion malleability prediction. In addition, the corpus comprises historical posts by CMV authors, and derived personal characteristics.&lt;/p&gt; &lt;p&gt;&lt;strong&gt;Dataset specification&lt;/strong&gt;&lt;/p&gt; &lt;p&gt;All files are in bzip2-compressed &lt;a href="http://jsonlines.org/"&gt;JSON Lines&lt;/a&gt; format.&lt;/p&gt; &lt;ul&gt; &lt;li&gt;&lt;strong&gt;threads.jsonl:&lt;/strong&gt; contains all the selected discussion threads from CMV&lt;/li&gt; &lt;li&gt;&lt;strong&gt;pairs.jsonl:&lt;/strong&gt; each record contains submission, delta-comment and nondelta-comment and the comments&amp;#39;&amp;nbsp;similarity score&lt;/li&gt; &lt;li&gt;&lt;strong&gt;posts-malleability.jsonl:&lt;/strong&gt; contains&amp;nbsp;posts&amp;nbsp;for&amp;nbsp;opinion mallebility prediction,&amp;nbsp;in the format provided in the original &lt;a href="https://files.pushshift.io/reddit/"&gt;Reddit Crawl&lt;/a&gt; dataset&lt;/li&gt; &lt;li&gt;&lt;strong&gt;author_entity_category.jsonl:&lt;/strong&gt; each record contains the author and list of Wikipedia entities mentioned by the author in the messages across all subreddits. For each mentioned entity we provide the following data:&amp;nbsp;&lt;/li&gt; &lt;/ul&gt; &lt;pre&gt;&lt;code class="language-json"&gt;[title, wikidata_id, wikipedia_page_id, mentioned_entity_title, wikifier_score, subreddit_name, subreddit_id, subreddit_category_name, subreddit_topcategory_name]&lt;/code&gt;&lt;/pre&gt; &lt;ul&gt; &lt;li&gt;&lt;strong&gt;author_liwc.jsonl:&lt;/strong&gt;&amp;nbsp;personality traits features computed with &lt;a href="https://liwc.wpengine.com/"&gt;LIWC&lt;/a&gt; for the authors from pairs.jsonl and post_malleability.jsonl datasets&lt;/li&gt; &lt;li&gt;&lt;strong&gt;author_subreddit.jsonl:&lt;/strong&gt; for each author statistics of all number of all posts (submissions/comments) across all subreddits are provided&lt;/li&gt; &lt;li&gt;&lt;strong&gt;author_subreddit_category.jsonl:&lt;/strong&gt; similar to author_subreddit.jsonl, the statistics of all author posts is grouped by top-categories and categories according to &lt;a href="https://snoopsnoo.com/subreddits/"&gt;snoopsnoo.com&lt;/a&gt;&lt;br&gt; &amp;nbsp;&lt;/li&gt; &lt;/ul&gt;</dct:description>
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