Interconnects Audio Nathan Lambert

ChatGPT leaves the textbox, and Google is building the same, and more, as practical tools.This is AI generated audio with Python and 11Labs.Source code: https://github.com/natolambert/interconnects-toolsOriginal post: https://www.interconnects.ai/p/openai-and-her
00:00 OpenAI chases Her02:10 Talking to ChatGPT03:53 GPT-4o: Toward omnimodal models08:25 Google's mirror with Gemini10:11 OpenAI's AI Safety: Have your cake and eat it too
Fig 1: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/her/img_018.pngFig 2: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/her/img_023.jpg

Now we will have some grounding for when weird ChatGPT behaviors are intended or side-effects -- shrinking the Overton window of RLHF bugs.This is AI generated audio with Python and 11Labs.Source code: https://github.com/natolambert/interconnects-toolsOriginal post: https://www.interconnects.ai/p/openai-rlhf-model-spec
00:00 OpenAI's Model (behavior) Spec, RLHF transparency, and personalization questions02:56 Reviewing the Model Spec08:26 Where RLHF can fail OpenAI12:23 From Model Spec's to personalization
Fig 1: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/model-spec/img_027.pngFig 2: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/model-spec/img_029.pngFig 3: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/model-spec/img_033.pngFig 4: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/model-spec/img_034.pngFig 5: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/model-spec/img_041.webpFig 6: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/model-spec/img_046.webp

Many, many signs of life for preference fine-tuning beyond spoofing chat evaluation tools.This is AI generated audio with Python and 11Labs.Source code: https://github.com/natolambert/interconnects-toolsOriginal post: https://www.interconnects.ai/p/how-rlhf-works-2
00:00 How RLHF works, part 2: A thin line between useful and lobotomized04:27 The chattiness paradox08:09 The mechanism for making models chattier10:42 Next steps for RLHF research
Fig 1: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/rlhf/img_012.webpFig 2: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/rlhf/img_018.pngFig 3: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/rlhf/img_025.png

Models that seem totally out of scope from recent open LLMs give us a sneak peek of where the industry will be in 6 to 18 months.This is AI generated audio with Python and 11Labs.Source code: https://github.com/natolambert/interconnects-toolsOriginal post: https://www.interconnects.ai/p/phi-3-and-arctic-llms
0:00 Phi 3 and Arctic: Outlier LMs are hints1:01 Arctic & open mixture of expert trends6:10 Phi 3, synthetic data, and small models
Fig 1: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/phi3/img_004.pngFig 2: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/phi3/img_008.pngFig 3: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/phi3/img_018.png

Certain definitions of AGI are backing people into a pseudo-religious corner.This is AI generated audio with Python and 11Labs.Source code: https://github.com/natolambert/interconnects-toolsOriginal post: https://www.interconnects.ai/p/agi-is-what-you-want-it-to-be
00:00 AGI is what you want it to be04:01 RL still rules the AGI discourse05:43 Modern AGI tests07:37 Agency and shifting goalposts
Fig 1: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/agi/img_018.pngFig 2: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/agi/img_020.png

Meta shows that scaling won't be a limit for open LLM players in the near future.This is AI generated audio with Python and 11Labs.Source code: https://github.com/natolambert/interconnects-toolsOriginal post: https://www.interconnects.ai/p/llama-3-and-scaling-open-llms
00:00 Llama 3; scaling open LLMs to AGI01:44 Pretraining, data, and basic evals06:06 Alignment and human evaluations10:08 Chatting with Meta AI and Llama 3 70B Instruct11:55 Same Llama license (mostly)12:52 The healthy open LLM ecosystem
Fig 1: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/llama3/img_011.jpegFig 2: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/llama3/img_013.pngFig 3: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/llama3/img_015.pngFig 4: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/llama3/img_020.pngFig 5: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/llama3/img_036.pngFig 6: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/llama3/img_040.pngFig 7: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/llama3/img_046.jpegFig 8: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/llama3/img_061.pngFig 9: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/llama3/img_063.webpFig 10: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/llama3/img_066.pngFig 11: https://huggingface.co/datasets/natolambert/interconnects-figures/resolve/main/llama3/img_068.jpeg