Kobi Hackenburg

206 posts

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Kobi Hackenburg

Kobi Hackenburg

@KobiHackenburg

phd candidate @oiioxford @uniofoxford | research scientist @AISecurityInst | AI, social data science, persuasion with language models

Oxford Katılım Eylül 2018
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Kobi Hackenburg
Kobi Hackenburg@KobiHackenburg·
🚨 New today in @ScienceMagazine !!🚨 We’re publishing the results of the largest AI persuasion experiments to date: 76k participants, 19  LLMs, 707 political issues We examine “levers” of AI persuasion: model scale, post-training, prompting, personalization, & more… 🧵:
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Paul Röttger
Paul Röttger@paul_rottger·
New paper w/ @AISecurityInst: AI writing assistance distorts how others perceive AI users and their opinions. Millions of people now use AI to help them write and communicate. In three large experiments (14k participants, 3m+ human ratings) we show that AI writing assistance systematically distorts writer personas – their perceived beliefs, personality, and identity. These distortions are consistent across AI models and persist even under realistic conditions of human oversight. 🧵
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Kobi Hackenburg
Kobi Hackenburg@KobiHackenburg·
In other words, we measure distortions between purely human-authored writing, and *human edited*, AI-assisted writing *which humans preferred to their own original writing* Has been great to work on this with @paul_rottger @hannahrosekirk @summerfieldlab. Feedback very welcome!
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Kobi Hackenburg
Kobi Hackenburg@KobiHackenburg·
By distortion, we mean the difference in how third-party readers (blind to authorship) perceive a writer's own text vs. their AI-assisted text. Our design mimics the real world, where users can freely edit AI outputs and are free to *not use* AI-assisted outputs they don't like
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Kobi Hackenburg
Kobi Hackenburg@KobiHackenburg·
Very excited to see this out! We had a hunch that pervasive use of AI writing assistance for political opinion expression must be ~doing something~ to how those opinions are perceived in aggregate In large RCTs, we use a nifty within-subjects design to show exactly what :)
Paul Röttger@paul_rottger

New paper w/ @AISecurityInst: AI writing assistance distorts how others perceive AI users and their opinions. Millions of people now use AI to help them write and communicate. In three large experiments (14k participants, 3m+ human ratings) we show that AI writing assistance systematically distorts writer personas – their perceived beliefs, personality, and identity. These distortions are consistent across AI models and persist even under realistic conditions of human oversight. 🧵

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Kobi Hackenburg
Kobi Hackenburg@KobiHackenburg·
🚨 New today in @ScienceMagazine !!🚨 We’re publishing the results of the largest AI persuasion experiments to date: 76k participants, 19  LLMs, 707 political issues We examine “levers” of AI persuasion: model scale, post-training, prompting, personalization, & more… 🧵:
Kobi Hackenburg tweet media
English
10
106
324
49K