{ "source": "arXiv:2605.16343v1 Table 1", "model": "Ouro 1.4B", "source_tex_sha256": "3e6277435595b30e8f812b00c776dec5be3d45611088af0093f64c4b60be1f30", "accuracy_protocol": "Paper says acc_norm when available, otherwise acc; ten-run accuracy averages", "rows": { "BF16": { "W4A4": { "HS": 0.7159, "WG": 0.6717, "LB": 0.6505, "AC": 0.5256, "MM": 0.6823, "WT2": 12.03, "OP": 5.3 }, "W4A8": { "HS": 0.7159, "WG": 0.6717, "LB": 0.6505, "AC": 0.5256, "MM": 0.6823, "WT2": 12.03, "OP": 5.3 } }, "Symmetric": { "W4A4": { "HS": 0.2777, "WG": 0.4941, "LB": 0.0033, "AC": 0.2389, "MM": 0.2282, "WT2": 1170.0, "OP": 82000.0 }, "W4A8": { "HS": 0.5022, "WG": 0.5866, "LB": 0.322, "AC": 0.3745, "MM": 0.3569, "WT2": 43.89, "OP": 46.72 } }, "LoopQ": { "W4A4": { "HS": 0.6582, "WG": 0.5951, "LB": 0.5659, "AC": 0.4881, "MM": 0.5465, "WT2": 15.81, "OP": 8.18 }, "W4A8": { "HS": 0.6954, "WG": 0.6456, "LB": 0.6255, "AC": 0.5145, "MM": 0.6206, "WT2": 13.29, "OP": 6.09 } } }, "local_comparison_caveats": [ "Local BF16 runs use explicit single-seed protocols.", "Local direct RTN uses dynamic per-input absmax activation scales; do not equate it with the paper Symmetric row.", "WikiText perplexity definitions and tokenization require explicit matching." ] }