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Lil2J  authored a paper 14 days ago
ReaDy: Recurrent States as Dynamic Context for Speculative Drafting in Hybrid Linear Attention Large Language Models
Lil2J  authored a paper 14 days ago
DecisionPivot: A Diagnostic Benchmark for Decision Models in LLM Systems
zunhai  authored a paper 15 days ago
DecisionPivot: A Diagnostic Benchmark for Decision Models in LLM Systems
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Papers

DecisionPivot: A Diagnostic Benchmark for Decision Models in LLM Systems

StartLux-Decision: AutoThink Decision Models with Reinforcement Learning for Calibrated Deliberative Decisions

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Collections 4

StartLux-Decision-v1.1 AutoThink
v1.1, October 2026. Read-or-Think: one-pass answer, a short thought only when unsure. 4B, 9B, 27B.
StartLux-Decision-v1.1 Instant
v1.1, October 2026. Typed decisions in one forward pass: a probability for every option. 0.8B to 27B.
StartLux-Decision-v1.1 AutoThink
v1.1, October 2026. Read-or-Think: one-pass answer, a short thought only when unsure. 4B, 9B, 27B.
StartLux-Decision-v1.1 Instant
v1.1, October 2026. Typed decisions in one forward pass: a probability for every option. 0.8B to 27B.
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