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Djdumpling (auto-discovered)

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04:00
2026-08-09
djdumpling.github.io
artificial-intelligence

Learning MegaGem, from self-play to price discovery

Jane Street's three-player auction game MegaGem was used to train a 4B specialist model, with SFT raising Qwen3-4B-Instruct's benchmark rating from 551 to 1158, ahead of Claude Sonnet 4.6, Claude Opus…

00:00
2026-05-27
djdumpling.github.io
machine-learning

hunting for headroom on modded-nanoGPT (WR #82)

A team of researchers from Yale's Building AI Infrastructure class achieved a new speed record of 81.2 seconds on the modded-nanoGPT benchmark by introducing a learnable per-(layer, head) tanh(Ξ±) gate…

07:42
2026-05-26
djdumpling.github.io
machine-learning

paper reading catalog

DeepSeek researchers introduced manifold-constrained hyper-connections to restore the identity mapping property in transformer architectures, addressing training instability and scalability issues cau…

06:39
2026-05-26
djdumpling.github.io
large-language-models

Frontier Model Training Methodologies

Seven open-weight frontier models, including Hugging Face's SmolLM3, DeepSeek-R1, and OpenAI's gpt-oss-120b, were analyzed to distill common training methodologies for multi-billion parameter models, …