{
  "paper_url": "https://arxiv.org/html/2610.37645v1",
  "source_url": "https://arxiv.org/pdf/2610.37645v1#page=4",
  "figure": "Figure 2",
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  "caption": "Figure 2: MERLIN Overview. The context is split into segments Ci (middle row). Each segment\nstores a memory state (top row) and the first and second moments of its keys (bottom row). At po-\nsition t, the query qt reads segment-level outputs from memory states (step 1). The query computes\nthe mean and variance of the key-query alignment from the moments (step 2). The final output is\na weighted sum of segment-level outputs, where the weights are derived from a gated mix of the\nalignment mean and variance (step 3).",
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