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Nouha Dziri Profile picture
Nouha Dziri
@nouhadziri
Research Scientist @allen_ai / @ai2_mosaic, PhD in NLP/Dialogue 🤖 UofA. Visiting researcher @Mila Research intern at @GoogleAI, @MSFTResearch
May 31, 2023 • 7 tweets • 5 min read
🚀📢 GPT models have blown our minds with their astonishing capabilities. But, do they truly acquire the ability to perform reasoning tasks that humans find easy to execute? NO⛔️

We investigate the limits of Transformers *empirically* and *theoretically* on compositional tasks🔥 Image We find that GPT3, ChatGPT, and GPT4 cannot fully solve compositional tasks even with in-context learning, fine-tuning, or using scratchpads. To understand when models succeed, and the nature of the failures, we represent a model’s reasoning through computation graphs. Image