{ "quality_winner": "conv4_gdn2_inputroute_f96", "efficient_winner": "conv4_gdn2_f96", "quality_criterion": "weighted validation delta NLL: 0.20@256 + 0.30@512 + 0.50@1024", "validation_composite_delta_nll": { "conv4_pdelta_f96": 0.22705587267875638, "conv4_channel_decay_f96": 0.2314825379848476, "conv4_gdn2_f96": 0.2087166726589203, "conv4_gdn2_inputroute_f96": 0.20554421544075002 }, "test_not_used_for_selection": true, "tiny_llm_has_one_layer": true, "true_clvr_available": false, "route_proxy": "conv4_gdn2_inputroute_f96 routes current pre-convolution V; it is not cross-layer CLVR" }