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Models, products and AI startups, near-duplicates collapsed to the most credible source

The turbulent AI era is here

Bill Gates argues the AI era is now turbulent and that the choices made today will shape future risks and opportunities, calling for careful responses to AI developments.

gatesnotes.com ·

348M model trained on 22.7B tokens solves arithmetic

A researcher trained a 348M‑parameter language model on 22.7B tokens and fine‑tuned it to produce worked steps for arithmetic, achieving a 99.4% average on nine GPT‑3 arithmetic sub‑tasks (n=300, greedy, exact match) and cleanly handling addition up to 14 digits; the author attributes earlier limits to vocabulary, not arithmetic ability.

r/MachineLearning ·

Real fly connectome failed to learn Pong; audit reveals issues

A researcher tried to train a subgraph of the MaleCNS v1.0 fly connectome to learn Pong but observed no learning. An audit uncovered issues: a neuPrint regex bug zeroed two neuron populations, the initial neuron selection lacked paths from photoreceptors, and half the motor neurons had zero sensory synapses. Rebuilding and tracing found a different descending neuron that actually connected end-to-end, illustrating how failures revealed critical data and selection errors.

r/MachineLearning ·

Thread: ICDE results discussion

A Reddit user posted a thread on r/MachineLearning inviting the community to share and discuss ICDE results ahead of the announcement; the post was submitted by an anonymous account.

r/MachineLearning ·
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