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Paper Reproduction: General-Purpose In-Context Learning by Meta-Learning Transformers.

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General-Purpose In-Context Learning by Meta-Learning Transformers (paper reproduction)

This repository contains code that attempts to reproduce the results of the paper General-Purpose In-Context Learning by Meta-Learning Transformers in PyTorch. The most important pieces of code can be found in explore.ipynb.

In short, I couldn't get over the memorization to the point of phase transition in the model's generalization ability as was shown in Figure 4 of the paper. Given the computational burden of the number of tasks, I discontinued experiments but hope to get back to this later.

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Paper Reproduction: General-Purpose In-Context Learning by Meta-Learning Transformers.

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