一作ICML 2026Poster· Deep Learning / Attention Mechanisms
Multipole Semantic Attention: A Fast Approximation of Softmax Attention for Pretraining
Rupert Mitchell · Kristian Kersting
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Rupert Mitchell · Kristian Kersting
Lukas Helff · Ahmad Omar · Felix Friedrich · Antonia Wüst · Hikaru Shindo · Rupert Mitchell · Tim Woydt · Patrick Schramowski · Wolfgang Stammer · Kristian Kersting
We introduce SLR, an end-to-end framework for systematic evaluation and training of Large Language Models (LLMs) via Scalable Logical Reasoning. Given a user’s task specification, SLR automatically synthesizes (i) an instruction prompt for an inductive reasoning task, (ii) a validation program, e...