BioBench Atlas
Benchmarks/FLIP/FLIP GB1

track · audited · verified 2026-07-21

FLIP GB1

Five supervised splits over a downsampled, highly epistatic four-site GB1 immunoglobulin-binding landscape, designed to test mutation-depth and low-to-high-fitness generalization.

Protein sequenceProtein-protein bindingProtein designProtein fitness prediction

Benchmark definition

What is counted

Version
original-2021
Total
8733 (downsampled sequence-fitness examples retained for FLIP)
Task formats
sequence-to-immunoglobulin-binding-fitness regression
Capabilities
PredictionRegression
Modalities
Protein sequenceTable

Version history

VersionStatusRelease / as-ofTotalFormal tracks
original-2021
flip-gb1-original-2021		current2021-10-118733 (downsampled sequence-fitness examples retained for FLIP)None registered

Tracks and subsets

IDCountBasisPartition?Notes
1-vs-rest test set
gb1-one-vs-rest-test		8704test examplesNo29 training examples: wild type and single mutants.
2-vs-rest test set
gb1-two-vs-rest-test		8306test examplesNo427 training examples: wild type, single, and double mutants.
3-vs-rest test set
gb1-three-vs-rest-test		5765test examplesNo2,968 training examples through triple mutants.
low-vs-high test set
gb1-low-vs-high-test		3644test examplesNo5,089 training examples at or below wild-type fitness.
Sampled test set
gb1-sampled-test		1772test examplesNo6,961 random training examples; discourse-only split not recommended for performance comparison.

Scientific Task Atlas

Scientific task classification

complete for original-2021. GB1 binding-fitness landscape; the target is fitness rather than direct affinity estimation.

Scientific taskCoverageCountMappingEvidence
Protein fitness predictionexplicitly-in-scope8733 examples
Downsampled sequence-fitness examples retained for FLIP.		official-track
high confidence		flip-gb1-evidence-paper
Binding context does not turn the task into direct affinity prediction.

Scientific coverage notes

DomainCoverageCountInterpretation
Protein-protein bindingexplicitly-in-scope8733Every retained GB1 example has an immunoglobulin-binding fitness value; this is an example count, while the parent suite reports five binding tasks.

Evaluation registry

Works and run settings

A setting change—scope, prompt, tools, budget, grader, or repeats—creates a separate run. Charts never cross a comparability group.

flip-gb1-low-vs-high-spearmanvoriginal-2021

Evaluated models / systems: BLOSUM62 baseline (FLIP), Convolutional network (FLIP), ESM-untrained (mean), ESM-untrained (mut mean), ESM-untrained (per AA), ESM-1b (mean; FLIP head), ESM-1b (mut mean; FLIP head), ESM-1b (per AA; FLIP head), ESM-1v (mean; FLIP head), ESM-1v (mut mean; FLIP head), ESM-1v (per AA; FLIP head), Levenshtein distance baseline (FLIP), Ridge regression (FLIP)

Scopesubset · n=3644
ShotsNot applicable
TurnsNot applicable
System prompt publicNot applicable
Reasoning / effortNot applicable
BrowserNot applicable
InternetNot applicable
DatabasesNot applicable
Code executionNot applicable
ContainerNot reported
External toolsmodel-specific frozen embeddings or one-hot sequence encoding
Token budgetNot applicable
Time / cost budgetNot reported
TemperatureNot applicable
SeedNot reported
RepeatsNot reported
Graderdeterministic regression scorer · human review: no
StatisticsSpearman correlation over held-out test examples; the main table reports point values without confidence intervals.
ContaminationFitness extrapolation above wild-type fitness.
Metrics, results, and full protocol

Metrics

MetricKind / baselineUnitAggregationThreshold / tolerance
Spearman correlationabsolutecorrelationcomputed across all examples in this held-out test splitNot reported
Mean squared errorabsolutesquared fitness unitsmean across all examples in this held-out test splitNot reported

Results

ModelMetricValuen
ESM-1b (per AA; FLIP head)Spearman correlation0.59 correlation
Held-out test-set Spearman from the creator paper.		3644
ESM-1b (mean; FLIP head)Spearman correlation0.13 correlation
Held-out test-set Spearman from the creator paper.		3644
ESM-1b (mut mean; FLIP head)Spearman correlation0.45 correlation
Held-out test-set Spearman from the creator paper.		3644
ESM-1v (per AA; FLIP head)Spearman correlation0.51 correlation
Held-out test-set Spearman from the creator paper.		3644
ESM-1v (mean; FLIP head)Spearman correlation0.1 correlation
Held-out test-set Spearman from the creator paper.		3644
ESM-1v (mut mean; FLIP head)Spearman correlation0.49 correlation
Held-out test-set Spearman from the creator paper.		3644
ESM-untrained (per AA)Spearman correlation0.23 correlation
Held-out test-set Spearman from the creator paper.		3644
ESM-untrained (mean)Spearman correlation0.1 correlation
Held-out test-set Spearman from the creator paper.		3644
ESM-untrained (mut mean)Spearman correlation0.13 correlation
Held-out test-set Spearman from the creator paper.		3644
Ridge regression (FLIP)Spearman correlation0.34 correlation
Held-out test-set Spearman from the creator paper.		3644
Convolutional network (FLIP)Spearman correlation0.51 correlation
Held-out test-set Spearman from the creator paper.		3644
Levenshtein distance baseline (FLIP)Spearman correlation-0.1 correlation
Held-out test-set Spearman from the creator paper.		3644
BLOSUM62 baseline (FLIP)Spearman correlation-0.13 correlation
Held-out test-set Spearman from the creator paper.		3644

Evidence

  • table: pp. 4–7, Table 2 and Sections 3–4 (Exact train/test counts, split rule, baseline identities, pooling, optimizer, batch sizes, early stopping, and hardware.) — supports /scope, /protocol, /model_ids
  • table: p. 8, Table 4 (low-vs-high column) (Published held-out Spearman values; em dashes and NA entries are omitted rather than encoded as zeros.) — supports /metrics, /results
flip-gb1-one-vs-rest-spearmanvoriginal-2021

Evaluated models / systems: BLOSUM62 baseline (FLIP), Convolutional network (FLIP), ESM-untrained (mean), ESM-untrained (mut mean), ESM-untrained (per AA), ESM-1b (mean; FLIP head), ESM-1b (mut mean; FLIP head), ESM-1b (per AA; FLIP head), ESM-1v (mean; FLIP head), ESM-1v (mut mean; FLIP head), ESM-1v (per AA; FLIP head), Levenshtein distance baseline (FLIP), Ridge regression (FLIP)

Scopesubset · n=8704
ShotsNot applicable
TurnsNot applicable
System prompt publicNot applicable
Reasoning / effortNot applicable
BrowserNot applicable
InternetNot applicable
DatabasesNot applicable
Code executionNot applicable
ContainerNot reported
External toolsmodel-specific frozen embeddings or one-hot sequence encoding
Token budgetNot applicable
Time / cost budgetNot reported
TemperatureNot applicable
SeedNot reported
RepeatsNot reported
Graderdeterministic regression scorer · human review: no
StatisticsSpearman correlation over held-out test examples; the main table reports point values without confidence intervals.
ContaminationMutation-depth extrapolation from wild type and single mutants.
Metrics, results, and full protocol

Metrics

MetricKind / baselineUnitAggregationThreshold / tolerance
Spearman correlationabsolutecorrelationcomputed across all examples in this held-out test splitNot reported
Mean squared errorabsolutesquared fitness unitsmean across all examples in this held-out test splitNot reported

Results

ModelMetricValuen
ESM-1b (per AA; FLIP head)Spearman correlation0.28 correlation
Held-out test-set Spearman from the creator paper.		8704
ESM-1b (mean; FLIP head)Spearman correlation0.32 correlation
Held-out test-set Spearman from the creator paper.		8704
ESM-1b (mut mean; FLIP head)Spearman correlation-0.08 correlation
Held-out test-set Spearman from the creator paper.		8704
ESM-1v (per AA; FLIP head)Spearman correlation0.28 correlation
Held-out test-set Spearman from the creator paper.		8704
ESM-1v (mean; FLIP head)Spearman correlation0.32 correlation
Held-out test-set Spearman from the creator paper.		8704
ESM-1v (mut mean; FLIP head)Spearman correlation0.19 correlation
Held-out test-set Spearman from the creator paper.		8704
ESM-untrained (per AA)Spearman correlation0.06 correlation
Held-out test-set Spearman from the creator paper.		8704
ESM-untrained (mean)Spearman correlation0.05 correlation
Held-out test-set Spearman from the creator paper.		8704
ESM-untrained (mut mean)Spearman correlation0.21 correlation
Held-out test-set Spearman from the creator paper.		8704
Ridge regression (FLIP)Spearman correlation0.28 correlation
Held-out test-set Spearman from the creator paper.		8704
Convolutional network (FLIP)Spearman correlation0.17 correlation
Held-out test-set Spearman from the creator paper.		8704
Levenshtein distance baseline (FLIP)Spearman correlation0.17 correlation
Held-out test-set Spearman from the creator paper.		8704
BLOSUM62 baseline (FLIP)Spearman correlation0.15 correlation
Held-out test-set Spearman from the creator paper.		8704

Evidence

  • table: pp. 4–7, Table 2 and Sections 3–4 (Exact train/test counts, split rule, baseline identities, pooling, optimizer, batch sizes, early stopping, and hardware.) — supports /scope, /protocol, /model_ids
  • table: p. 8, Table 4 (1-vs-rest column) (Published held-out Spearman values; em dashes and NA entries are omitted rather than encoded as zeros.) — supports /metrics, /results
flip-gb1-sampled-spearmanvoriginal-2021

Evaluated models / systems: Convolutional network (FLIP), ESM-untrained (per AA), ESM-1b (per AA; FLIP head), ESM-1v (per AA; FLIP head), Ridge regression (FLIP)

Scopesubset · n=1772
ShotsNot applicable
TurnsNot applicable
System prompt publicNot applicable
Reasoning / effortNot applicable
BrowserNot applicable
InternetNot applicable
DatabasesNot applicable
Code executionNot applicable
ContainerNot reported
External toolsmodel-specific frozen embeddings or one-hot sequence encoding
Token budgetNot applicable
Time / cost budgetNot reported
TemperatureNot applicable
SeedNot reported
RepeatsNot reported
Graderdeterministic regression scorer · human review: no
StatisticsSpearman correlation over held-out test examples; the main table reports point values without confidence intervals.
ContaminationRandom split can place closely related variants across train/test and is explicitly described as optimistic.
Metrics, results, and full protocol

Metrics

MetricKind / baselineUnitAggregationThreshold / tolerance
Spearman correlationabsolutecorrelationcomputed across all examples in this held-out test splitNot reported
Mean squared errorabsolutesquared fitness unitsmean across all examples in this held-out test splitNot reported

Results

ModelMetricValuen
ESM-1b (per AA; FLIP head)Spearman correlation0.92 correlation
Held-out test-set Spearman from the creator paper.		1772
ESM-1v (per AA; FLIP head)Spearman correlation0.92 correlation
Held-out test-set Spearman from the creator paper.		1772
ESM-untrained (per AA)Spearman correlation0.79 correlation
Held-out test-set Spearman from the creator paper.		1772
Ridge regression (FLIP)Spearman correlation0.82 correlation
Held-out test-set Spearman from the creator paper.		1772
Convolutional network (FLIP)Spearman correlation0.91 correlation
Held-out test-set Spearman from the creator paper.		1772

Evidence

  • table: pp. 4–7, Table 2 and Sections 3–4 (Exact train/test counts, split rule, baseline identities, pooling, optimizer, batch sizes, early stopping, and hardware.) — supports /scope, /protocol, /model_ids
  • table: p. 10, Table 7 (GB1 column) (Published held-out Spearman values; em dashes and NA entries are omitted rather than encoded as zeros.) — supports /metrics, /results
flip-gb1-three-vs-rest-spearmanvoriginal-2021

Evaluated models / systems: BLOSUM62 baseline (FLIP), Convolutional network (FLIP), ESM-untrained (mean), ESM-untrained (mut mean), ESM-untrained (per AA), ESM-1b (mean; FLIP head), ESM-1b (mut mean; FLIP head), ESM-1b (per AA; FLIP head), ESM-1v (mean; FLIP head), ESM-1v (mut mean; FLIP head), ESM-1v (per AA; FLIP head), Levenshtein distance baseline (FLIP), Ridge regression (FLIP)

Scopesubset · n=5765
ShotsNot applicable
TurnsNot applicable
System prompt publicNot applicable
Reasoning / effortNot applicable
BrowserNot applicable
InternetNot applicable
DatabasesNot applicable
Code executionNot applicable
ContainerNot reported
External toolsmodel-specific frozen embeddings or one-hot sequence encoding
Token budgetNot applicable
Time / cost budgetNot reported
TemperatureNot applicable
SeedNot reported
RepeatsNot reported
Graderdeterministic regression scorer · human review: no
StatisticsSpearman correlation over held-out test examples; the main table reports point values without confidence intervals.
ContaminationMutation-depth extrapolation to four simultaneous mutations.
Metrics, results, and full protocol

Metrics

MetricKind / baselineUnitAggregationThreshold / tolerance
Spearman correlationabsolutecorrelationcomputed across all examples in this held-out test splitNot reported
Mean squared errorabsolutesquared fitness unitsmean across all examples in this held-out test splitNot reported

Results

ModelMetricValuen
ESM-1b (per AA; FLIP head)Spearman correlation0.79 correlation
Held-out test-set Spearman from the creator paper.		5765
ESM-1b (mean; FLIP head)Spearman correlation0.54 correlation
Held-out test-set Spearman from the creator paper.		5765
ESM-1b (mut mean; FLIP head)Spearman correlation0.49 correlation
Held-out test-set Spearman from the creator paper.		5765
ESM-1v (per AA; FLIP head)Spearman correlation0.82 correlation
Held-out test-set Spearman from the creator paper.		5765
ESM-1v (mean; FLIP head)Spearman correlation0.77 correlation
Held-out test-set Spearman from the creator paper.		5765
ESM-1v (mut mean; FLIP head)Spearman correlation0.8 correlation
Held-out test-set Spearman from the creator paper.		5765
ESM-untrained (per AA)Spearman correlation0.48 correlation
Held-out test-set Spearman from the creator paper.		5765
ESM-untrained (mean)Spearman correlation0.46 correlation
Held-out test-set Spearman from the creator paper.		5765
ESM-untrained (mut mean)Spearman correlation0.57 correlation
Held-out test-set Spearman from the creator paper.		5765
Ridge regression (FLIP)Spearman correlation0.76 correlation
Held-out test-set Spearman from the creator paper.		5765
Convolutional network (FLIP)Spearman correlation0.83 correlation
Held-out test-set Spearman from the creator paper.		5765
Levenshtein distance baseline (FLIP)Spearman correlation-0.04 correlation
Held-out test-set Spearman from the creator paper.		5765
BLOSUM62 baseline (FLIP)Spearman correlation0.01 correlation
Held-out test-set Spearman from the creator paper.		5765

Evidence

  • table: pp. 4–7, Table 2 and Sections 3–4 (Exact train/test counts, split rule, baseline identities, pooling, optimizer, batch sizes, early stopping, and hardware.) — supports /scope, /protocol, /model_ids
  • table: p. 8, Table 4 (3-vs-rest column) (Published held-out Spearman values; em dashes and NA entries are omitted rather than encoded as zeros.) — supports /metrics, /results
flip-gb1-two-vs-rest-spearmanvoriginal-2021

Evaluated models / systems: BLOSUM62 baseline (FLIP), Convolutional network (FLIP), ESM-untrained (mean), ESM-untrained (mut mean), ESM-untrained (per AA), ESM-1b (mean; FLIP head), ESM-1b (mut mean; FLIP head), ESM-1b (per AA; FLIP head), ESM-1v (mean; FLIP head), ESM-1v (mut mean; FLIP head), ESM-1v (per AA; FLIP head), Levenshtein distance baseline (FLIP), Ridge regression (FLIP)

Scopesubset · n=8306
ShotsNot applicable
TurnsNot applicable
System prompt publicNot applicable
Reasoning / effortNot applicable
BrowserNot applicable
InternetNot applicable
DatabasesNot applicable
Code executionNot applicable
ContainerNot reported
External toolsmodel-specific frozen embeddings or one-hot sequence encoding
Token budgetNot applicable
Time / cost budgetNot reported
TemperatureNot applicable
SeedNot reported
RepeatsNot reported
Graderdeterministic regression scorer · human review: no
StatisticsSpearman correlation over held-out test examples; the main table reports point values without confidence intervals.
ContaminationMutation-depth extrapolation above two mutations.
Metrics, results, and full protocol

Metrics

MetricKind / baselineUnitAggregationThreshold / tolerance
Spearman correlationabsolutecorrelationcomputed across all examples in this held-out test splitNot reported
Mean squared errorabsolutesquared fitness unitsmean across all examples in this held-out test splitNot reported

Results

ModelMetricValuen
ESM-1b (per AA; FLIP head)Spearman correlation0.55 correlation
Held-out test-set Spearman from the creator paper.		8306
ESM-1b (mean; FLIP head)Spearman correlation0.36 correlation
Held-out test-set Spearman from the creator paper.		8306
ESM-1b (mut mean; FLIP head)Spearman correlation0.19 correlation
Held-out test-set Spearman from the creator paper.		8306
ESM-1v (per AA; FLIP head)Spearman correlation0.28 correlation
Held-out test-set Spearman from the creator paper.		8306
ESM-1v (mean; FLIP head)Spearman correlation0.32 correlation
Held-out test-set Spearman from the creator paper.		8306
ESM-1v (mut mean; FLIP head)Spearman correlation0.19 correlation
Held-out test-set Spearman from the creator paper.		8306
ESM-untrained (per AA)Spearman correlation0.06 correlation
Held-out test-set Spearman from the creator paper.		8306
ESM-untrained (mean)Spearman correlation0.05 correlation
Held-out test-set Spearman from the creator paper.		8306
ESM-untrained (mut mean)Spearman correlation0.21 correlation
Held-out test-set Spearman from the creator paper.		8306
Ridge regression (FLIP)Spearman correlation0.59 correlation
Held-out test-set Spearman from the creator paper.		8306
Convolutional network (FLIP)Spearman correlation0.32 correlation
Held-out test-set Spearman from the creator paper.		8306
Levenshtein distance baseline (FLIP)Spearman correlation0.16 correlation
Held-out test-set Spearman from the creator paper.		8306
BLOSUM62 baseline (FLIP)Spearman correlation0.14 correlation
Held-out test-set Spearman from the creator paper.		8306

Evidence

  • table: pp. 4–7, Table 2 and Sections 3–4 (Exact train/test counts, split rule, baseline identities, pooling, optimizer, batch sizes, early stopping, and hardware.) — supports /scope, /protocol, /model_ids
  • table: p. 8, Table 4 (2-vs-rest column) (Published held-out Spearman values; em dashes and NA entries are omitted rather than encoded as zeros.) — supports /metrics, /results

Comparable result views

Spearman correlation

flip-gb1-low-vs-high · flip-gb1-low-vs-high-spearman

CSV ↓
Accessible data table
ModelValueComparability group
ESM-1b (per AA; FLIP head)0.59flip-gb1-low-vs-high-spearman
ESM-1b (mean; FLIP head)0.13flip-gb1-low-vs-high-spearman
ESM-1b (mut mean; FLIP head)0.45flip-gb1-low-vs-high-spearman
ESM-1v (per AA; FLIP head)0.51flip-gb1-low-vs-high-spearman
ESM-1v (mean; FLIP head)0.1flip-gb1-low-vs-high-spearman
ESM-1v (mut mean; FLIP head)0.49flip-gb1-low-vs-high-spearman
ESM-untrained (per AA)0.23flip-gb1-low-vs-high-spearman
ESM-untrained (mean)0.1flip-gb1-low-vs-high-spearman
ESM-untrained (mut mean)0.13flip-gb1-low-vs-high-spearman
Ridge regression (FLIP)0.34flip-gb1-low-vs-high-spearman
Convolutional network (FLIP)0.51flip-gb1-low-vs-high-spearman
Levenshtein distance baseline (FLIP)-0.1flip-gb1-low-vs-high-spearman
BLOSUM62 baseline (FLIP)-0.13flip-gb1-low-vs-high-spearman

Spearman correlation

flip-gb1-one-vs-rest · flip-gb1-one-vs-rest-spearman

CSV ↓
Accessible data table
ModelValueComparability group
ESM-1b (per AA; FLIP head)0.28flip-gb1-one-vs-rest-spearman
ESM-1b (mean; FLIP head)0.32flip-gb1-one-vs-rest-spearman
ESM-1b (mut mean; FLIP head)-0.08flip-gb1-one-vs-rest-spearman
ESM-1v (per AA; FLIP head)0.28flip-gb1-one-vs-rest-spearman
ESM-1v (mean; FLIP head)0.32flip-gb1-one-vs-rest-spearman
ESM-1v (mut mean; FLIP head)0.19flip-gb1-one-vs-rest-spearman
ESM-untrained (per AA)0.06flip-gb1-one-vs-rest-spearman
ESM-untrained (mean)0.05flip-gb1-one-vs-rest-spearman
ESM-untrained (mut mean)0.21flip-gb1-one-vs-rest-spearman
Ridge regression (FLIP)0.28flip-gb1-one-vs-rest-spearman
Convolutional network (FLIP)0.17flip-gb1-one-vs-rest-spearman
Levenshtein distance baseline (FLIP)0.17flip-gb1-one-vs-rest-spearman
BLOSUM62 baseline (FLIP)0.15flip-gb1-one-vs-rest-spearman

Spearman correlation

flip-gb1-sampled · flip-gb1-sampled-spearman

CSV ↓
Accessible data table
ModelValueComparability group
ESM-1b (per AA; FLIP head)0.92flip-gb1-sampled-spearman
ESM-1v (per AA; FLIP head)0.92flip-gb1-sampled-spearman
ESM-untrained (per AA)0.79flip-gb1-sampled-spearman
Ridge regression (FLIP)0.82flip-gb1-sampled-spearman
Convolutional network (FLIP)0.91flip-gb1-sampled-spearman

Spearman correlation

flip-gb1-three-vs-rest · flip-gb1-three-vs-rest-spearman

CSV ↓
Accessible data table
ModelValueComparability group
ESM-1b (per AA; FLIP head)0.79flip-gb1-three-vs-rest-spearman
ESM-1b (mean; FLIP head)0.54flip-gb1-three-vs-rest-spearman
ESM-1b (mut mean; FLIP head)0.49flip-gb1-three-vs-rest-spearman
ESM-1v (per AA; FLIP head)0.82flip-gb1-three-vs-rest-spearman
ESM-1v (mean; FLIP head)0.77flip-gb1-three-vs-rest-spearman
ESM-1v (mut mean; FLIP head)0.8flip-gb1-three-vs-rest-spearman
ESM-untrained (per AA)0.48flip-gb1-three-vs-rest-spearman
ESM-untrained (mean)0.46flip-gb1-three-vs-rest-spearman
ESM-untrained (mut mean)0.57flip-gb1-three-vs-rest-spearman
Ridge regression (FLIP)0.76flip-gb1-three-vs-rest-spearman
Convolutional network (FLIP)0.83flip-gb1-three-vs-rest-spearman
Levenshtein distance baseline (FLIP)-0.04flip-gb1-three-vs-rest-spearman
BLOSUM62 baseline (FLIP)0.01flip-gb1-three-vs-rest-spearman

Spearman correlation

flip-gb1-two-vs-rest · flip-gb1-two-vs-rest-spearman

CSV ↓
Accessible data table
ModelValueComparability group
ESM-1b (per AA; FLIP head)0.55flip-gb1-two-vs-rest-spearman
ESM-1b (mean; FLIP head)0.36flip-gb1-two-vs-rest-spearman
ESM-1b (mut mean; FLIP head)0.19flip-gb1-two-vs-rest-spearman
ESM-1v (per AA; FLIP head)0.28flip-gb1-two-vs-rest-spearman
ESM-1v (mean; FLIP head)0.32flip-gb1-two-vs-rest-spearman
ESM-1v (mut mean; FLIP head)0.19flip-gb1-two-vs-rest-spearman
ESM-untrained (per AA)0.06flip-gb1-two-vs-rest-spearman
ESM-untrained (mean)0.05flip-gb1-two-vs-rest-spearman
ESM-untrained (mut mean)0.21flip-gb1-two-vs-rest-spearman
Ridge regression (FLIP)0.59flip-gb1-two-vs-rest-spearman
Convolutional network (FLIP)0.32flip-gb1-two-vs-rest-spearman
Levenshtein distance baseline (FLIP)0.16flip-gb1-two-vs-rest-spearman
BLOSUM62 baseline (FLIP)0.14flip-gb1-two-vs-rest-spearman

Evidence and change history

Source locators remain visible; expand an item to inspect the exact Registry fields it supports.

FLIP: Benchmark tasks in fitness landscape inference for proteins · table: pp. 4–5, 8–9; Table 2, Section 3.1, Tables 4 and 7 (GB1 binding definition, downsampling to 8,733 examples, five splits, exact train/test counts, and results.) · Supports 26 fields

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flip-gb1-repository-resource · repository-path: splits/gb1/README.md and splits/gb1/splits.zip at commit 62cace8735f5610e2743cf06ce0f944b37fffaa6 (Confirms assay semantics, active versus sampled status, public data, and licenses.) · Supports 5 fields

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