like history hasn’t proven how easy LLMs are hackable.
RESEARCH
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Essay Writing and Research Assistance Prompt
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3/ Assist with Essay Writing and Research: Prompt: "I need to write an essay on [Topic]. Could you help me outline the main points, suggest credible sources, and guide me on how to integrate these sources into my essay effectively?"
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Synthetic data from large models boost small models to top performance
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Really useful! For a specific task, a synthetic dataset generated from a bigger model can be all you need to bring a smaller model all the way up to its bigger sibling's performance!
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AutoTrain Fine-tuned Llama3 Outperforms Base Instruct Model
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AutoTrain finetuned llama3 beats the base instruct model on all but one benchmark on the open llm leaderboard This model was finetuned using ORPO and is also publicly available. No code was written and all the setup took less than 10mins. `pip install autotrain-advanced`
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LLM Technology Plateau: Disruption and Adoption Implications
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I should also add that even if LLM technology plateaus at GPT-4 level (which I still think is unlikely), we are likely to see:
1) Continued improvement as new approaches developed
2) 5-10 years of continued disruption as we learn what GPT-4 level can do and start to adopt widely -
GPT-5 Predictions: Multi-modal generation from any input with precise refinement
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Alright, GPT-5 Predictions: Generate text, images, video, 3D assets or music FROM text, images, video, or music (basically it can take anything as input, and produce any medium for output depending on the prompt direction) with much more precise refinement process to massage an
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Major AI Labs Differ on Future Improvement Pace Outlook
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Of the major labs, Meta seems to have the most public pessimists about future rapid improvements. OpenAI and Anthropic seem most optimistic team members. Google and Microsoft people seem quite mixed overall. Everyone has incentives to posture, but we will learn a lot more soon.
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GPT-5 Race: OpenAI’s Lead in Advanced AI Model Development
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The current state-of-play in the key question of how good AI gets: So much depends on GPT-5. OpenAI had a year+ lead in creating a GPT-4 class model. Now there are four GPT-4 class models. If exponential growth is still possible, OpenAI should be the first to show us. Or not.
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Open-source AI models: commitment and strategic choices
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I have some opinions on this matter. I don’t think everything needs to be open-source, but for models that companies decide that it is strategically better for them to release, they might as well go all the way.