OpenAgents: An Open Platform for Language Agents in the Wild Xie et al.: https://
arxiv.org/abs/2310.10634 #ArtificialIntelligence #DeepLearning #MachineLearning
RESEARCH
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OpenAgents: Open Platform for Language Agents
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Challenges in Training Language Models for Public Opinion Alignment
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Training an LM to abide by qualitative public opinions involves a large number of subjective judgment calls and technical challenges. We enumerate all of the messy challenges we encountered so others can build upon our work.
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Public Collective Deliberation Directs AI Behavior Online
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We believe our work may be one of the first instances where members of the public have collectively directed the behavior of an AI through an online deliberation process. You can read more about our research in our blog post here:
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Public AI Constitution Overlaps 50% With Anthropic Version
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We used Polis to ask our public to deliberate on the normative values they would like AI to abide by, and then used those opinions to curate a new AI constitution. We found that the Public constitution overlapped with the Anthropic-written constitution ~50% of the time.
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Constitutional AI reduces bias in language models
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Next, we used Constitutional AI to train an LM to adhere to the principles in the collectively-designed constitution. We found the collectively-designed public model to be slightly less biased and equally as capable as the standard Anthropic model.
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Evaluating AI Systems: Understanding Model Constitution Differences
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That said, evaluating AI systems is challenging and there is more work to do to understand how to surface differences between models trained with different constitutions:
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François Fleuret’s Deep Learning Introduction for STEM Readers
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François Fleuret's Homepage https://
bit.ly/48mIxJC
This is a short introduction to deep learning for readers with a STEM background, originally designed to be read on a phone screen. #AI #MachineLearning #DeepLearning #LLMs #DataScience -
Question Everything: Critical Thinking in AI Era
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"Freethinkers are those who are willing to use their minds without prejudice and without fearing to understand things that clash with their own customs or beliefs." – Leo Tolstoy Question everything, regularly, including the ideas you hold most dear to your heart.
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Anticipating Innovation: Emerging Tech Trends Before Mainstream Adoption
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This 100% resonates when I think about many of topics I’ve covered before they were mainstream: adtech & data privacy, social media & brand safety, AR/VR, blockchain, AI, etc. It’s why I often gravitate toward being in the weeds & clouds of innovation before they’re eye-level.
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SAS Explore Featured Tech Talks Now Available On-Demand
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What better way to start your week than with a showing of our three featured speakers from SAS Explore . You are sure to be delighted and inspired hearing their tech talks, and more! Available on-demand through Oct. 25 http://
2.sas.com/6011ukrSt #ExploreSAS #Analytics