Atlas/Models/flip-esm-untrained-per-aa

Exact model identity

ESM-untrained (per AA)

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-per-aa.

Evaluation settings

Benchmark	Work	Run / group	Scope
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-sampled flip-aav-sampled-spearman	subset · n=16517
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-sampled flip-gb1-sampled-spearman	subset · n=1772
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-low-vs-high flip-aav-low-vs-high-spearman	Spearman correlation	0.08 correlation
FLIP AAV	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-aav-mut-des flip-aav-mut-des-spearman	Spearman correlation	0.56 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	0.18 correlation
FLIP AAV	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-aav-sampled flip-aav-sampled-spearman	Spearman correlation	0.78 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	0.42 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	0.22 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	0.23 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	0.06 correlation
FLIP GB1	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-gb1-sampled flip-gb1-sampled-spearman	Spearman correlation	0.79 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	0.48 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	0.06 correlation
FLIP Meltome Thermostability	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-meltome-human flip-meltome-human-spearman	Spearman correlation	0.44 correlation
FLIP Meltome Thermostability	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-meltome-human-cell flip-meltome-human-cell-spearman	Spearman correlation	0.46 correlation
FLIP Meltome Thermostability	FLIP: Benchmark tasks in fitness landscape inference for proteins	flip-meltome-mixed flip-meltome-mixed-spearman	Spearman correlation	0.44 correlation