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NLP Highlights

Allen Institute for Artificial Intelligence

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**The podcast is currently on hiatus. For more active NLP content, check out the Holistic Intelligence Podcast linked below.** Welcome to the NLP highlights podcast, where we invite researchers to talk about their work in various areas in natural language processing. All views expressed belong to the hosts/guests, and do not represent their employers.
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In this episode of The Cognitive Revolution, we dive deep into frontier post-training techniques for large language models with Nathan Lambert from the Allen Institute for AI. Nathan discusses the groundbreaking Tulu 3 release, which matches Meta's post-training performance using the LlAMA base model. We explore supervised fine-tuning, preference-b…
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In this episode of The Cognitive Revolution, Nathan welcomes back Zvi Mowshowitz for an in-depth discussion on the latest developments in AI over the past six months. They explore Ilya's new superintelligence-focused startup, analyze OpenAI's O1 model, and debate the impact of Claude's computer use capabilities. The conversation covers emerging par…
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In this episode of The Cognitive Revolution, Nathan explores AI forecasting and AGI Lab oversight with Dean W. Ball and Daniel Kokotajlo. They discuss four proposed requirements for frontier AI developers, focusing on transparency and whistleblower protections. Daniel shares insights from his experience at OpenAI, while Dean offers his perspective …
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In this special episode of The Cognitive Revolution, Nathan shares his thoughts on the upcoming election and its potential impact on AI development. He explores the AI-forward case for Trump, featuring an interview with Joshua Steinman. Nathan outlines his reasons for not supporting Trump, focusing on US-China relations, leadership approach, and th…
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In this special episode of The Cognitive Revolution, Nathan shares his thoughts on the upcoming election and its potential impact on AI development. He explores the AI-forward case for Trump, featuring an interview with Samuel Hammond. Nathan outlines his reasons for not supporting Trump, focusing on US-China relations, leadership approach, and the…
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Nathan interviews Google product managers Shrestha Basu Mallick and Logan Kilpatrick about the Gemini API and AI Studio. They discuss Google's new grounding feature, allowing Gemini models to access real-time web information via Google search. The conversation explores Gemini's rapid growth, its position in the AI landscape, and Google's competitiv…
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In this episode of The Cognitive Revolution, Nathan dives deep into the world of state space models with returning co-host Jason Meaux and special guest Quentin Anthony, Head of Model Training at Zyphra. Explore the cutting-edge Zamba 2-7b model, which combines selective state space and attention mechanisms. Uncover practical insights on model trai…
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Nathan discusses a tragic incident involving AI and mental health, using it as a springboard to explore the potential dangers of human-AI interactions. He reads a personal account from LessWrong user Blaked, who details their emotional journey with an AI chatbot. The episode delves into the psychological impact of AI companionship, the ethical conc…
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In this episode of The Cognitive Revolution, Nathan delves into the fascinating world of AI-generated research ideas with Stanford PhD student Chenglei Si. They discuss a groundbreaking study that pits AI against human researchers in generating novel AI research concepts. Learn about the surprising results that show AI-generated ideas scoring highe…
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Join Nathan for an expansive conversation with Dan Hendrycks, Executive Director of the Center for AI Safety and Advisor to Elon Musk's XAI. In this episode of The Cognitive Revolution, we explore Dan's groundbreaking work in AI safety and alignment, from his early contributions to activation functions to his recent projects on AI robustness and go…
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In this special crossover episode of The Cognitive Revolution, Nathan introduces a conversation from The Inside View featuring Owain Evans, AI alignment researcher at UC Berkeley's Center for Human Compatible AI. Evans and host Michael Trazzi delve into critical AI safety topics, including situational awareness and out-of-context reasoning. Discove…
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Nathan hosts Professor Michael Levin and Staff Scientist Dr. Leo Pio Lopez from Tufts University in this episode of The Cognitive Revolution. They discuss their groundbreaking paper that combines biological datasets into a unified network model of disease using advanced embedding techniques. The conversation covers the technical details of their wo…
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Nathan and co-host Stephen Parker delve into the world of AI video generation with Anastasis Germanidis, Co-Founder and CTO of Runway. This episode of The Cognitive Revolution explores the cutting-edge technology behind Runway's Gen 3 models and their impact on the creative industry. From emergent properties in scaled-up models to the democratizati…
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In this episode of The Cognitive Revolution, Nathan explores unconventional approaches to AI safety with Judd Rosenblatt and Mike Vaiana from AE Studio. Discover how this innovative company pivoted from brain-computer interfaces to groundbreaking AI alignment research, producing two notable results in cooperative and less deceptive AI systems. Join…
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In this special crossover episode of The Cognitive Revolution, Nathan shares an insightful conversation from the Latent.Space podcast. Swyx and Alessio interview Alistair Pullen of Cosine, creators of Genie, showcasing the cutting edge of AI automation in software engineering. Learn how Cosine achieves state-of-the-art results on the SWE-bench benc…
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Join Nathan for an insightful episode of The Cognitive Revolution with Wade Foster, co-founder and CEO of Zapier. Discover how this no-code pioneer is evolving into an AI-powered platform for the future of work. Learn about Zapier's ambitious vision, their integration of AI throughout their product, and how they're adapting as a company. From AI-dr…
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In this crosspost from the 80,000 Hours podcast, host Rob Wiblin interviews Nick Joseph, Head of Training at Anthropic, about the company's responsible scaling policy for AI development. The episode delves into Anthropic's approach to AI safety, the growing trend of voluntary commitments from top AI labs, and the need for public scrutiny of frontie…
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In this episode of The Cognitive Revolution, Nathan explores the cutting-edge intersection of AI and biology with Stanford assistant professor Brian Hie. Discover how AI is revolutionizing our understanding of biological systems and creating new possibilities for interventions. Brian discusses his groundbreaking papers on hybrid AI architectures, t…
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In this sponsored episode of The Cognitive Revolution, Nathan interviews Andrei Oprisan, Engineering Lead at Agent.ai. They explore the cutting-edge world of AI agents and their impact on the future of work. Andrei shares insights on language model limitations, best practices for building AI agents, and Agent AI's vision as a professional network f…
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In this Emergency Pod of The Cognitive Revolution, Nathan provides crucial insights into OpenAI's new O1 and O1-mini reasoning models. Featuring exclusive interviews with members of the O1 Red Team from Apollo Research and Hayes Labs, we explore the models' capabilities, safety profile, and OpenAI's pre-release testing approach. Dive into the impli…
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In this Emergency Pod of The Cognitive Revolution, Nathan provides crucial insights into OpenAI's new o1 and o1-mini reasoning models. Featuring exclusive interviews with members of the o1 Red Team from Apollo Research and Haize Labs, we explore the models' capabilities, safety profile, and OpenAI's pre-release testing approach. Dive into the impli…
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In this special cross-post episode of The Cognitive Revolution, Nathan shares a fascinating conversation between Spencer Greenberg and philosopher Nick Bostrom from the Clearer Thinking podcast. They explore Bostrom's latest book, "Deep Utopia," and discuss the challenges of envisioning a truly desirable future. Discover how advanced AI could resha…
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In this episode, Nathan explores the fascinating and controversial realm of AI consciousness with robo-psychologist Yeshua God. Through extended dialogues with AI models like Claude, Yeshua presents compelling evidence that challenges our assumptions about machine sentience and moral standing. Yeshua argues for a more nuanced approach to AI alignme…
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In this episode of The Cognitive Revolution, Nathan interviews Samo Burja, founder of Bismarck Analysis, on the strategic dynamics of artificial intelligence through a geopolitical lens. They discuss AI's trajectory, the chip supply chain, US-China relations, and the challenges of AI safety and militarization. Samo Burja brings both geopolitical ex…
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Nathan explores the emergence of computational life with Google researchers Ettore Randazzo and Luca Versari. In this episode of The Cognitive Revolution, we delve into their groundbreaking paper on self-replicating programs arising from simple interactions. Join us for a fascinating discussion on the implications for AI development, the origins of…
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Nathan explores the cutting-edge world of AI-powered forecasting with Deger Turan, CEO of Metaculus. In this episode of The Cognitive Revolution, we discuss how AI is revolutionizing prediction markets, the potential for AI to outperform human forecasters, and Metaculus's ambitious new AI forecasting benchmark tournament. Join us for an insightful …
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Nathan Labenz discusses the latest developments in California's AI bill SB 1047 with experts Nathan Calvin, Dean W. Ball, and Steve Newman. In this episode of The Cognitive Revolution, we explore the updated version of the bill, its implications for frontier AI companies, and the debate surrounding its potential impact. Join us for an insightful an…
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Nathan presents a comprehensive AI automation framework developed over three years, applicable to process automation and generative AI integration. This episode of The Cognitive Revolution, offers critical insights for businesses looking to leverage AI effectively. Learn about choosing AI tasks, understanding work deeply, and optimizing AI performa…
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Nathan explores the cutting-edge field of mechanistic interpretability with Dan Balsam and Tom McGrath, co-founders of Goodfire. In this episode of The Cognitive Revolution, we delve into the science of understanding AI models' inner workings, recent breakthroughs, and the potential impact on AI safety and control. Join us for an insightful discuss…
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In this special crossover episode of The Cognitive Revolution, Nathan Labenz joins Robert Wright of the Nonzero newsletter and podcast to explore pressing questions about AI development. They discuss the nature of understanding in large language models, multimodal AI systems, reasoning capabilities, and the potential for AI to accelerate scientific…
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Join Nathan and Professor Eric Schwitzgebel as they delve into the fascinating world of AI consciousness. In this episode of The Cognitive Revolution, we explore popular theories of consciousness and their implications for AI systems. Discover insights on idealism, dualism, and materialism, and learn about the ethical considerations surrounding AI …
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Nathan explores the cutting-edge world of autonomous vehicles with industry expert Timothy B. Lee. In this episode of The Cognitive Revolution, we delve into the current state of self-driving technology, comparing industry leaders like Waymo and Tesla. Join us for an in-depth discussion on technical challenges, safety statistics, regulatory landsca…
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Nathan interviews Andrew Mason, CEO of Descript, about their AI-powered video editing platform. Learn how Descript is transforming content creation with features like AI transcription, custom voice overdubbing, and eye contact models. Discover the future of video editing and how AI is making it accessible to everyone in this insightful episode of T…
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Nathan explores the future of AI-generated video with Joshua Xu, founder of HeyGen, and Victor Lazarte from Benchmark. In this episode of The Cognitive Revolution, we discuss HeyGen's success in practical AI video creation, serving over 40,000 businesses. Learn about the transformative potential of AI in video production, from content translation t…
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Nathan Labenz joins the Nick Halaris Show to discuss the current AI landscape, balancing enthusiasm with critical analysis. This episode of The Cognitive Revolution explores AI's transformative potential in medicine, law, and automation, while addressing concerns about safety, control, and geopolitical implications. Join us for an insightful conver…
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Nathan hosts Riley Goodside, the world's first staff prompt engineer at Scale AI, to discuss the evolution of prompt engineering. In this episode of The Cognitive Revolution, we explore how language models have progressed, making prompt engineering more like programming than poetry. Discover insights on enterprise AI applications, best practices fo…
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Nathan interviews Bernal Jimenez Gutierrez, creator of HippoRAG, a novel approach to retrieval augmented generation inspired by the human hippocampus. In this episode of The Cognitive Revolution, we explore how HippoRAG improves on traditional RAG systems, its neuroanatomical inspiration, and its potential for handling complex queries requiring mul…
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Nathan explores the Guaranteed Safe AI Framework with co-authors Ben Goldhaber and Nora Ammann. In this episode of The Cognitive Revolution, we discuss their groundbreaking position paper on ensuring robust and reliable AI systems. Join us for an in-depth conversation about the three-part system governing AI behavior and its potential impact on the…
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Nathan interviews Mike Knoop, co-founder of Zapier and co-creator of the ARC Prize, about the $1 million competition for more efficient AI architectures. They discuss the ARC AGI benchmark, its implications for general intelligence, and the potential impact on AI safety. Nathan reflects on the challenges of intuitive problem-solving in AI and consi…
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Nathan explores the future of food production with Rajat Bhageria, founder and CEO of Chef Robotics. In this episode of The Cognitive Revolution, we delve into how AI and robotics are revolutionizing food assembly, potentially reshaping the entire food industry. Discover insights on imitation learning, data flywheel effects, and the vision of acces…
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Nathan welcomes back Sander Schulhoff, creator of LearnPrompting.org, to discuss the recently released Prompt Report. In this episode of The Cognitive Revolution, we explore the current state of prompting techniques for large language models, covering best practices, challenges, and emerging trends in AI. Join us for an in-depth conversation on the…
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Nathan interviews Siqi Chen, CEO of Runway, about revolutionizing business finance through AI. In this episode of The Cognitive Revolution, we explore how Runway is creating an intelligent business operating system that generates financial scenarios and explains complex metrics. Siqi shares insights on AI's future impact on finance, business, and s…
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Nathan hosts Albert Gu, assistant professor at CMU and co-founder of Cartesia AI, to discuss the groundbreaking Mamba architecture. In this episode of The Cognitive Revolution, we explore the state space model revolution, diving into the technical details of Mamba and Mamba 2. Join us for an insightful conversation on the future of AI architectures…
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Dive into the profound discussion on AI expectations and the future with Martin Casado, General Partner at Andreessen Horowitz, as we unpack the complexity of AI systems and their potential impact on the world. Explore the differing viewpoints on AI's epistemics, possible regulatory standards, and the art of predicting AI advancements. Gain insight…
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Explore the fusion of AI and computational chemistry with University of Queensland's researcher, Tim Duignan. Learn about transforming our understanding of electrolytes, the art of simulating physical processes using neural networks, and the potential of AI in scientific breakthroughs. Discover Tim's journey creating AI models for complex system pr…
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Dive into the future of medicine with Google researchers Khaled Saab and Vivek Natarajan, discussing the breakthroughs in AI for healthcare. Discover how AI doctors may soon provide high-quality medical advice, enhancing global access to healthcare. Learn about the innovative use of large language models in medical applications and the potential fo…
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Dive into an accessible discussion on AI safety and philosophy, technical AI safety progress, and why catastrophic outcomes aren't inevitable. This conversation provides practical advice for AI newcomers and hope for a positive future. Consistently Candid Podcast : https://open.spotify.com/show/1EX89qABpb4pGYP1JLZ3BB SPONSORS: Oracle Cloud Infrastr…
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In this episode of the Cognitive Revolution, join us as we dive into a compelling conversation with Josep M. Pujol, Chief of Search at Brave, about the complexities of developing a privacy-focused search engine. Explore how Brave maintains user data privacy while managing over 1 million searches per hour with an AI-powered system. Gain insights int…
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Dive into the world of AI investments with Eric Vishria of Benchmark and Sergiy Nesterenko of Quilter. Explore the future of AI in hardware design, the strategies for venture capital investment in the AI era, and the impact on society. Discover why Benchmark has yet to invest in foundation model companies and the significance of solving enduring pr…
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In this episode of the Cognitive Revolution, Nathan engages in a critical dialogue with Flo Crivello on the trajectory of AI development. They touch upon the imminent arrival of AGI, the potential risks of a US-China AI arms race, and the complexities of AI safety and international cooperation. Explore their perspectives on regulation, technologica…
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