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The Gradient 15 articles
AGI Is Not Multimodal
📐 Research The Gradient 20 min read

"In projecting language back as the model for thought, we lose sight of the tacit embodied understanding that undergirds our intelligence." –Terry Winograd The recent successes of generative AI models…

What's Missing From LLM Chatbots: A Sense of Purpose
📐 Research The Gradient

LLM-based chatbots’ capabilities have been advancing every month. These improvements are mostly measured by benchmarks like MMLU, HumanEval, and MATH (e.g. sonnet 3.5, gpt-4o). However, as these measures get more…

We Need Positive Visions for AI Grounded in Wellbeing
📐 Research The Gradient

Introduction Imagine yourself a decade ago, jumping directly into the present shock of conversing naturally with an encyclopedic AI that crafts images, writes code, and debates philosophy. Won’t this technology…

Financial Market Applications of LLMs
📐 Research The Gradient

The AI revolution drove frenzied investment in both private and public companies and captured the public’s imagination in 2023. Transformational consumer products like ChatGPT are powered by Large Language Models…

Mamba Explained
📐 Research The Gradient

Is Attention all you need? Mamba, a novel AI model based on State Space Models (SSMs), emerges as a formidable alternative to the widely used Transformer models, addressing their inefficiency…

Do text embeddings perfectly encode text?
📐 Research The Gradient

'Vec2text' can serve as a solution for accurately reverting embeddings back into text, thus highlighting the urgent need for revisiting security protocols around embedded data.

Why Doesn’t My Model Work?
📐 Research The Gradient

Have you ever trained a model you thought was good, but then it failed miserably when applied to real world data? If so, you’re in good company.

Salmon in the Loop
📐 Research The Gradient

On fish counting – a complex sociotechnical problem in a field that is going through the process of digital transformation.

Neural algorithmic reasoning
📐 Research The Gradient

In this article, we will talk about classical computation : the kind of computation typically found in an undergraduate Computer Science course on Algorithms and Data Structures [1]. Think shortest…

The Artificiality of Alignment
📐 Research The Gradient

This essay first appeared in Reboot . Credulous, breathless coverage of “AI existential risk” (abbreviated “x-risk”) has reached the mainstream. Who could have foreseen that the smallcaps onomatopoeia “ꜰᴏᴏᴍ” —…