{ "benchmark": "BitForge 1-bit", "parameters_per_variant": 4810, "matrix_weight_count": 4736, "test": { "fp32": { "accuracy": 0.9577777777777777, "cross_entropy": 0.1542476937174797 }, "binary_weight": { "accuracy": 0.9422222222222222, "cross_entropy": 0.2073044627904892 }, "ternary_weight": { "accuracy": 0.9511111111111111, "cross_entropy": 0.19603287428617477 } }, "storage": { "fp32_parameter_payload_bytes": 19240, "packed_payload_bytes": 1184, "container_bytes": 3270, "measured_payload_compression": 16.25 }, "precision_boundary": { "matrix_weights": "one packed bit in binary variant", "scales": "float32 per output channel", "biases": "float32", "activations": "float32" } }