DeepSeek open sources DSpark, a new framework to speed up LLM inference by up to 85%

DSpark can make decoding faster, but acceptance quality still determines how much speed the system actually realizes.
GitHub

DPad: Efficient Diffusion Language Models with Suffix Dropout

Efficiency: DPad-enhanced dLLMs achieve up to a 61.39× speedup over vanilla dLLM baselines. Accuracy: DPad-enhanced dLLMs achieve up to a +26.46% improvement over vanilla dLLM baselines. (Evaluation ...
GitHub

DyCon: Dynamic Reasoning Control via Evolving Difficulty Modeling

Difficulty modeling should align with trajectories rather than solely the initial question. Existing methods typically rely on static difficulty estimations, handcrafted confidence heuristics, or ...