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Sep 30 • 7 tweets • 2 min read
SLAM Labs presents Apriel-1.5-15B-Thinker 🚀
An open-weights multimodal reasoning model that hits frontier-level performance with just a fraction of the compute.
📊On the AAI Index, it scores 52 — matching DeepSeek-R1-0528.
Across 10 image benchmarks, it’s within 5 points of Gemini 2.5 Flash & Claude Sonnet-3.7.
Built with FastLLM. Trained only with staged mid-training (no RL, no preference tuning).
Jul 19, 2022 • 16 tweets • 6 min read
0/ Introducing TACTiS, a transformer-based model for multivariate probabilistic time series prediction. 1) supports forecasting, interpolation... 2) supports unaligned and non-uniformly sampled time series 3) can scale to hundreds of time series. Curious? Read on to learn more… 1/ The TACTiS model infers the joint distribution of masked time points given observed time points in multivariate time series. It enables probabilistic multivariate forecasting, interpolation, and backcasting according to arbitrary masking patterns specified at inference time.