Why Limit the Residual Stream to Layers and Not Tokens? Persistent Memory for Continuous Latent Reasoning

In three linesAGCLR (Adaptive Gated Continuous Latent Reasoning) addresses CoCoNuT's concept bottleneck by adding a Gated Concept Stream—persistent residual memory with learned write/read/forget gates. Consistent improvements on GSM8K, HotpotQA, and ProsQA (GPT-2 base), with gains compounding at greater reasoning depth.

Summary generated by Claude — human-verified