Atlas/Models/flip-esm-untrained-mean

Exact model identity

ESM-untrained (mean)

FLIP creators · version status: reported

Similar model names are never merged automatically. Evaluation membership and numeric result rows only reference the exact ID flip-esm-untrained-mean.

Evaluation settings

Benchmark	Work	Run / group	Scope
FLIP AAV	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-aav-des-mut flip-aav-des-mut-spearman	subset · n=82583
FLIP AAV	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-aav-low-vs-high flip-aav-low-vs-high-spearman	subset · n=35037
FLIP AAV	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-aav-mut-des flip-aav-mut-des-spearman	subset · n=201426
FLIP AAV	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-aav-one-vs-rest flip-aav-one-vs-rest-spearman	subset · n=81413
FLIP AAV	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-aav-seven-vs-rest flip-aav-seven-vs-rest-spearman	subset · n=12581
FLIP AAV	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-aav-two-vs-rest flip-aav-two-vs-rest-spearman	subset · n=50776
FLIP GB1	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-gb1-low-vs-high flip-gb1-low-vs-high-spearman	subset · n=3644
FLIP GB1	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-gb1-one-vs-rest flip-gb1-one-vs-rest-spearman	subset · n=8704
FLIP GB1	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-gb1-three-vs-rest flip-gb1-three-vs-rest-spearman	subset · n=5765
FLIP GB1	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-gb1-two-vs-rest flip-gb1-two-vs-rest-spearman	subset · n=8306
FLIP Meltome Thermostability	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-meltome-human flip-meltome-human-spearman	subset · n=1945
FLIP Meltome Thermostability	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-meltome-human-cell flip-meltome-human-cell-spearman	subset · n=1366
FLIP Meltome Thermostability	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-meltome-mixed flip-meltome-mixed-spearman	subset · n=3134

Numeric results

Benchmark	Work	Run / group	Metric	Value
FLIP AAV	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-aav-des-mut flip-aav-des-mut-spearman	Spearman correlation	0.34 correlation
FLIP AAV	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-aav-low-vs-high flip-aav-low-vs-high-spearman	Spearman correlation	0.22 correlation
FLIP AAV	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-aav-mut-des flip-aav-mut-des-spearman	Spearman correlation	0.27 correlation
FLIP AAV	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-aav-one-vs-rest flip-aav-one-vs-rest-spearman	Spearman correlation	0.01 correlation
FLIP AAV	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-aav-seven-vs-rest flip-aav-seven-vs-rest-spearman	Spearman correlation	0.22 correlation
FLIP AAV	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-aav-two-vs-rest flip-aav-two-vs-rest-spearman	Spearman correlation	0.14 correlation
FLIP GB1	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-gb1-low-vs-high flip-gb1-low-vs-high-spearman	Spearman correlation	0.1 correlation
FLIP GB1	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-gb1-one-vs-rest flip-gb1-one-vs-rest-spearman	Spearman correlation	0.05 correlation
FLIP GB1	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-gb1-three-vs-rest flip-gb1-three-vs-rest-spearman	Spearman correlation	0.46 correlation
FLIP GB1	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-gb1-two-vs-rest flip-gb1-two-vs-rest-spearman	Spearman correlation	0.05 correlation
FLIP Meltome Thermostability	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-meltome-human flip-meltome-human-spearman	Spearman correlation	0.48 correlation
FLIP Meltome Thermostability	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-meltome-human-cell flip-meltome-human-cell-spearman	Spearman correlation	0.49 correlation
FLIP Meltome Thermostability	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-meltome-mixed flip-meltome-mixed-spearman	Spearman correlation	0.36 correlation