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X's Algorithm Feeds Off Ragebait and Impacts Democrats More, Study Finds

著者: BeauHD
2026年8月20日 02:00

🤖 AI Summary

Xのアルゴリズムは、ユーザーが嫌う内容を学習し、それに近い情報を提供することが確認されました。この結果は「Proceedings of the National Academy of Sciences」に掲載された研究により明らかとなりました。「価値不一致のXのフィードアルゴリズムはエンゲージメントの緊張を反映している」というタイトルの論文では、サイトのアルゴリズムがフォローユー・ページを作成する際にはすべてにおいてエンゲージメント重視であることが明らかになりました。また、民主党派の人々に向けた「怒り誘発コンテンツ」の配信が増えていることも判明しました。

研究者はユーザーが自身の価値観に反する内容に引き込まれる傾向があることを発見しました。特に、不快や怒りを誘発される投稿への返信が多いほどその傾向は顕著です。「怒り誘発コンテンツ」は全体のインタラクションの6.8%程度しか占めていませんが、重みをもたらしています。このフィードバックループは、アルゴリズムがユーザーが激昂する場面を見るとそれに沿った内容をさらに提供することにより形成されます。

民主党派の人々に向けた「怒り誘発コンテンツ」の配信が多い理由については明らかになっていませんが、404 Mediaは右派コンテンツの量の違いや、民主党派者が異論を持つ投稿への反応が増えている可能性があると推測しています。Xの元製品責任者Nikita Bierによると、最近では友人以外の投稿に対する返信を重視するアルゴリズムが強化され、「怒り誘発コンテンツ」の配信量は大幅に減少しました。
An anonymous reader quotes a report from 404 Media: X's algorithm learns what you hate and shows you more of it, according to a new study just published in the Proceedings of the National Academy of Sciences (PNAS). The paper, titled Value misalignment of X's feed algorithm is a reflection of value tensions in engagement, found that the site's algorithm prioritized engagement above all else when it generated a user's For You Page. It also showed that X serves more ragebait to people who say they are Democrats, although the exact reason for that is unclear. "In 2026 that's maybe not the most surprising headline ever," Ziv Epstein, a postdoctoral researcher at Stanford University, and co-author of the paper, told 404 Media. "So we actually dug in a little deeper to figure out why this is actually happening, and it turns out that X's feed algorithm, like a lot of these social media algorithms, is optimized for engagement [but] it turns out that not all types of engagement are considered equally." The researchers found that X's algorithm can push users toward content that conflicts with their stated values, especially when they reply to posts that anger or provoke them. Although replies accounted for just 6.8% of interactions, they appeared to carry disproportionate weight: "It's this feedback loop of outrage baiting. The algorithm learns that you get outraged and then continues to serve more content in that direction," said Epstein. It's unclear why X seems to serve ragebait to Democrats more often than Republicans. 404 Media speculates that it may be because there's more rightwing content on X overall or that Democrats tend to engage with posts they disagree with more often. "There might be some kind of differential effects on information diets there, or it might be something more psychological about how different you know partisan identities are triggering different kinds of actions and reactions, but ultimately I don't want to speculate too much," said Epstein. X's former product chief Nikita Bier confirmed that the site had been set to favor replies. "This is no longer true," Bier said in a post on X. "The largest contributor of seeing ragebait was the reply predictor and we were aware that angry replies were causing people to see more of that content. So last month, we gave the reply predictor a 15x boost if it's a friend's post -- and it reduced ragebait by [an] order of magnitude."

Read more of this story at Slashdot.

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