{ "development": { "baseline kev": { "auroc": 0.9595338983050847, "acc": 0.9420289855072463, "brier": 0.051967926948896535, "ece": 0.08224694059061195, "cov@2%": 0.8188405797101449, "cov@5%": 0.8731884057971014, "cov@10%": 0.9492753623188406 }, "fine-tuned kev": { "auroc": 0.9582627118644068, "acc": 0.967391304347826, "brier": 0.03196338159102184, "ece": 0.04480786530262329, "cov@2%": 0.7391304347826086, "cov@5%": 0.8985507246376812, "cov@10%": 0.9492753623188406 }, "evidence score": { "auroc": 0.9599576271186441, "acc": 0.9710144927536232, "brier": 0.03740658967391304, "ece": 0.07269021739130432, "cov@2%": 0.7898550724637681, "cov@5%": 0.8985507246376812, "cov@10%": 0.9239130434782609 }, "mean(evidence, baseline)": { "auroc": 0.9653601694915255, "acc": 0.9492753623188406, "brier": 0.03681774037976611, "ece": 0.07842630691187563, "cov@2%": 0.7934782608695652, "cov@5%": 0.8985507246376812, "cov@10%": 0.9492753623188406 }, "mean(evidence, fine-tuned)": { "auroc": 0.9679025423728813, "acc": 0.967391304347826, "brier": 0.030796113996718024, "ece": 0.054936653462283394, "cov@2%": 0.8007246376811594, "cov@5%": 0.8985507246376812, "cov@10%": 0.9492753623188406 } }, "test_unseen_coder": { "baseline kev": { "auroc": 0.9663382594417077, "acc": 0.9295774647887324, "brier": 0.06354770562384918, "ece": 0.04240858525824696, "cov@2%": 0.28169014084507044, "cov@5%": 0.4788732394366197, "cov@10%": 0.647887323943662 }, "fine-tuned kev": { "auroc": 0.9860426929392446, "acc": 0.9154929577464789, "brier": 0.06591741550271953, "ece": 0.04675058358510263, "cov@2%": 0.43661971830985913, "cov@5%": 0.5915492957746479, "cov@10%": 0.647887323943662 }, "evidence score": { "auroc": 0.9433497536945813, "acc": 0.9154929577464789, "brier": 0.08483714788732394, "ece": 0.1338028169014084, "cov@2%": 0.15492957746478872, "cov@5%": 0.15492957746478872, "cov@10%": 0.5915492957746479 }, "mean(evidence, baseline)": { "auroc": 0.9794745484400657, "acc": 0.9154929577464789, "brier": 0.06687451167408419, "ece": 0.08106238257021522, "cov@2%": 0.4225352112676056, "cov@5%": 0.5774647887323944, "cov@10%": 0.6197183098591549 }, "mean(evidence, fine-tuned)": { "auroc": 0.9712643678160919, "acc": 0.9154929577464789, "brier": 0.06803778906539469, "ece": 0.07175734922897826, "cov@2%": 0.38028169014084506, "cov@5%": 0.5774647887323944, "cov@10%": 0.6056338028169014 } }, "test_unseen_coder_all_tasks": { "baseline kev": { "auroc": 0.9704155219780219, "acc": 0.9241803278688525, "brier": 0.05993135831653411, "ece": 0.031035312001956816, "cov@2%": 0.3114754098360656, "cov@5%": 0.514344262295082, "cov@10%": 0.6229508196721312 }, "fine-tuned kev": { "auroc": 0.9739182692307692, "acc": 0.9385245901639344, "brier": 0.04889003537440916, "ece": 0.028302458894132104, "cov@2%": 0.3442622950819672, "cov@5%": 0.5430327868852459, "cov@10%": 0.6352459016393442 }, "evidence score": { "auroc": 0.943543956043956, "acc": 0.9057377049180327, "brier": 0.09111320255251247, "ece": 0.09400301997638061, "cov@2%": 0.0, "cov@5%": 0.20901639344262296, "cov@10%": 0.6188524590163934 }, "mean(evidence, baseline)": { "auroc": 0.9705013736263737, "acc": 0.9262295081967213, "brier": 0.06611740777073485, "ece": 0.06348054507231347, "cov@2%": 0.3094262295081967, "cov@5%": 0.5, "cov@10%": 0.6270491803278688 }, "mean(evidence, fine-tuned)": { "auroc": 0.9726304945054945, "acc": 0.9364754098360656, "brier": 0.05954172687246182, "ece": 0.05905205255287546, "cov@2%": 0.3463114754098361, "cov@5%": 0.5061475409836066, "cov@10%": 0.6352459016393442 } } }