{"id":1197,"date":"2023-03-09T14:29:39","date_gmt":"2023-03-09T14:29:39","guid":{"rendered":"https:\/\/www.euro-online.org\/websites\/or-in-practice\/?post_type=tribe_events&p=1197"},"modified":"2023-03-09T14:29:39","modified_gmt":"2023-03-09T14:29:39","slug":"bandits-for-online-calibration-application-to-content-moderation-at-meta","status":"publish","type":"tribe_events","link":"https:\/\/www.euro-online.org\/websites\/or-in-practice\/event\/bandits-for-online-calibration-application-to-content-moderation-at-meta\/","title":{"rendered":"Bandits for Online Calibration: Application to Content Moderation at Meta"},"content":{"rendered":"
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Speaker: Deeksha Sinha, Research Scientist at Meta<\/strong><\/p>\n

What tech lies behind the social media giants’ attempts to keep content ”within the rules”? At Meta, we have both hand-crafted and learned risk models to flag questionable content, for humans to review. To operationalize these, we aggregate the different models to give a single ranking score, calibrating them to prioritize more reliable risk models. But violation trends change over time, affecting which risk models are most reliable; risk models change; and novel models are introduced. To continuously update the system in response to such trends, we use a contextual bandit. Our approach increases Meta’s top-line metric for measuring the effectiveness of its content moderation strategy by 13%.<\/p>\n

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Visit the website and register as a member for free, to get the regular updates on all activities:\u00a0EPF Member registration page<\/a><\/p>\n

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EURO Practitioners’ Forum webinars organisers: Sofiane Oussedik (IBM), Joaquim Gromicho (ORTEC), Gavin Bell (Optimeering), Adisa Mujezinovic<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

Speaker: Deeksha Sinha, Research Scientist at Meta What tech lies behind the social media giants’ attempts to keep content ”within the rules”? At Meta, we have both hand-crafted and learned […]<\/p>\n","protected":false},"author":4018,"featured_media":0,"template":"","meta":{"_tribe_events_status":"","_tribe_events_status_reason":"","footnotes":""},"tags":[],"tribe_events_cat":[],"class_list":["post-1197","tribe_events","type-tribe_events","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.euro-online.org\/websites\/or-in-practice\/wp-json\/wp\/v2\/tribe_events\/1197"}],"collection":[{"href":"https:\/\/www.euro-online.org\/websites\/or-in-practice\/wp-json\/wp\/v2\/tribe_events"}],"about":[{"href":"https:\/\/www.euro-online.org\/websites\/or-in-practice\/wp-json\/wp\/v2\/types\/tribe_events"}],"author":[{"embeddable":true,"href":"https:\/\/www.euro-online.org\/websites\/or-in-practice\/wp-json\/wp\/v2\/users\/4018"}],"version-history":[{"count":1,"href":"https:\/\/www.euro-online.org\/websites\/or-in-practice\/wp-json\/wp\/v2\/tribe_events\/1197\/revisions"}],"predecessor-version":[{"id":1198,"href":"https:\/\/www.euro-online.org\/websites\/or-in-practice\/wp-json\/wp\/v2\/tribe_events\/1197\/revisions\/1198"}],"wp:attachment":[{"href":"https:\/\/www.euro-online.org\/websites\/or-in-practice\/wp-json\/wp\/v2\/media?parent=1197"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.euro-online.org\/websites\/or-in-practice\/wp-json\/wp\/v2\/tags?post=1197"},{"taxonomy":"tribe_events_cat","embeddable":true,"href":"https:\/\/www.euro-online.org\/websites\/or-in-practice\/wp-json\/wp\/v2\/tribe_events_cat?post=1197"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}