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Since the initial release, community contributions have pushed data efficiency from ~2.4x to 5.5x against modded-nanogpt, more than doubling in a few days. The key changes are: shuffling at the start of each epoch, which had outsized impact on multi-epoch training; learned projections for value embeddings instead of separate embedding tables; swapping squared ReLU for SwiGLU activation; and ensembling multiple models. 10x data efficiency seems reachable in the short term. 100x might be feasible by the end of the year, given how many directions remain unexplored, but it will require serious exploration on the algorithms side.
Sony started releasing some of its biggest games on PC in 2020, when Horizon Zero Dawn came to Steam. A number of other titles have followed suit since, including The Last of Us Part I, Ghost of Tsushima, God of War Ragnarök and the Marvel’s Spider-Man games. But the company appears to have had a major change of heart, with high-profile titles like Ghost of Yotei and the upcoming Saros set to launch on PS5 only.