{
  "scope": "Measured results are compared only within the named paper and protocol.",
  "triadic": {
    "source_pdf": "paper-readings/Triadic-2609.36529/v1/source/paper.pdf",
    "source_tex": [
      "tables/main_400m_combined.tex",
      "tables/upcycling.tex"
    ],
    "source_tex_root": "paper-readings/Triadic-2609.36529/v1/source/tex/files",
    "columns": [
      "model",
      "state_mb_2bytes_per_entry",
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    ],
    "rows": [
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        "GDN base",
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        "Larger heads (2x)",
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      ],
      [
        "Grouped values (2x)",
        12.6,
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        "alternative",
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      ],
      [
        "Wider values (2x)",
        12.6,
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        "alternative",
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      ],
      [
        "More heads (2x)",
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        "alternative",
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      ],
      [
        "Triadic E=2",
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      ],
      [
        "Larger heads (4x)",
        25.2,
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        "alternative",
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      ],
      [
        "Grouped values (4x)",
        25.2,
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        "alternative",
        6
      ],
      [
        "Wider values (4x)",
        25.2,
        381.3,
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        14.44,
        "alternative",
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      ],
      [
        "Triadic E=4",
        25.2,
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      ],
      [
        "Triadic E=8, scratch",
        50.3,
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        "triadic",
        7
      ],
      [
        "Triadic E=8, upcycled",
        50.3,
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        "upcycled",
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      ]
    ],
    "transformer_reference": {
      "recall_percent": 41.6,
      "pg19_16k_64k_ppl": 13.92,
      "pdf_page": 6
    },
    "protocol": "400M-class GDN; three-seed mean; 20B-token pretraining + long-context extension as in paper; E=8 upcycled is a separate training condition."
  },
  "lattice": {
    "source_pdf": "paper-readings/Lattice-2504.05646/v2/source/paper.pdf",
    "source_tex": "paper-readings/Lattice-2504.05646/v2/source/tex/files/FigureTable/ablation_m.tex",
    "source_location": "Table 3 PDF p.10; Figure 6 PDF p.23",
    "columns": [
      "memory_slots",
      "validation_ppl"
    ],
    "lattice_rows": [
      [
        16,
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        32,
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      [
        64,
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      ],
      [
        96,
        14.89
      ],
      [
        128,
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      ],
      [
        160,
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      [
        192,
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      ]
    ],
    "baselines": {
      "TTT": [
        64,
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      ],
      "DeltaNet": [
        64,
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      ]
    },
    "protocol": "110M-class models on FineWeb-Edu, configurations as reported; memory slot count is not full-model bytes."
  },
  "lola": {
    "source_pdf": "paper-readings/LoLA-2505.23666/v3/source/paper.pdf",
    "source_location": "Table 1 PDF pp.7–8",
    "protocol": "Same model weights; 4K S-NIAH-1; 512 nominal explicit KV slots; not an assertion of identical peak VRAM.",
    "rows": [
      {
        "model": "LoLCATs-8B+",
        "window": 512,
        "global": 0,
        "accuracy_percent": 8.8
      },
      {
        "model": "LoLA-8B",
        "window": 256,
        "global": 256,
        "accuracy_percent": 97.4
      }
    ]
  },
  "corpus": {
    "input": "corpus_inventory.json",
    "total": 135,
    "direct": 45,
    "adjacent": 23,
    "outside_count": 67
  },
  "mechanism_map": {
    "input": "mechanism_map.json",
    "representative_rows": 34,
    "meaning": "Qualitative intervention classification by this report, not empirical scores."
  }
}