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      "text": "Converting our industry to a Software 2.0 world will require a lot of work. Actuaries are well suited to lead this work but need to modernize their skillset.",
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      "text": "We've seen exponential growth in the complexity of machine learning models, which is largely attributable to the use of deep learning techniques.\nTransformer models, including GPTs, have resulted in breakthrough performance on NLP tasks; the process of \"self-attention\" has been pivotal to this breakthrough.\nThese breakthroughs impact all fields of work, including insurance and actuarial work.\nConverting our industry to a Software 2.0 world will require a lot of work. Actuaries are well suited to lead this work but need to modernize their skillset.",
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