Tuesday, October 27, 2026i10X News · Section desk7 stories
Studies
Efficiency & Training
Training methods, scaling, distillation, inference efficiency
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Chunked KV Compression Creates Periodic Blind Spots Up to 40 Points Wide
DeepSeek-V4 family retrieval accuracy swings by as much as 40 pp depending on a token’s phase inside the compression window — gaps average scores hide.
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- Chunked KV Compression Creates Periodic Blind Spots Up to 40 Points Wide
- Diffusion-Augmented LLMs Deliver Up to 3× Lossless Speedups Over Autoregressive Decoding
- A Small RL Teacher Can Lift a Larger Student Past Itself via On-Policy Distillation
- On-Policy Distillation Isn’t the Magic — Learning Rate and KL Direction Are
- MiniMax Sparse Attention: 14× Prefill Speedup at 1M Context Without Quality Loss
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