Protocol

DeepProtein Fluorescence (TAPE): MAE ↓

Green fluorescent protein brightness regression, as distributed with TAPE. Scored by mean absolute error.

Overview

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17 recorded evaluations, 17 metric rows. A comparison chart has not yet been validated for these results. The table retains the individual findings and their sources.

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Results

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All evaluations

17 evaluations · 17 results. Different protocols are not a single leaderboard.

Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ · Dataset: Fluorescence (TAPE)

Sorted by MAE (mean absolute error) (lower is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.

Tested configuration	MAE (mean absolute error)
CNN (DeepProtein benchmark)Evaluation	0.194 ± 0.001 (best in column)
CNN-RNN (DeepProtein benchmark)Evaluation	0.268 ± 0.002
Transformer (DeepProtein benchmark)Evaluation	0.371 ± 0.005
Prot-T5-XL (DeepProtein benchmark)Evaluation	0.535 ± 0.006
ESM-1b (DeepProtein benchmark)Evaluation	0.548 ± 0.004
ESM-2-650M (DeepProtein benchmark)Evaluation	0.563 ± 0.002
ProtBert (DeepProtein benchmark)Evaluation	0.583 ± 0.007
Deep Prot-T5 (DeepProtein benchmark)Evaluation	0.642
GCN (DeepProtein benchmark)Evaluation	0.864 ± 0.018
NeuralFP (DeepProtein benchmark)Evaluation	1.016 ± 0.081
GAT (DeepProtein benchmark)Evaluation	1.201 ± 0.005
Graphormer (DeepProtein benchmark)Evaluation	1.201 ± 0.032
PAGTN (DeepProtein benchmark)Evaluation	1.255 ± 0.040
MPNN (DeepProtein benchmark)Evaluation	1.275 ± 0.011
AttentiveFP (DeepProtein benchmark)Evaluation	1.285 ± 0.001
LlaSMol-Mistral-7B (DeepProtein benchmark)Evaluation	2.08
ChemLLM-7B (DeepProtein benchmark)Evaluation	19.9

All 17 result rows with coverage, uncertainty and sources

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Tested model or methodProtocolDatasetEvaluation setupMetricEvidence origin

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Exact evaluated configurations and original reported results
Tested configuration	Protocol and dataset	Finding	Evidence and details
Configuration: AttentiveFP (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	1.285 ± 0.001 MAE (mean absolute error) unit-unreported · lower Uncertainty: SD 0.001 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source AttentiveFP on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'AttentiveFP', column group 'Fluorescence', column 'MAE ↓'
Configuration: ChemLLM-7B (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	19.9 MAE (mean absolute error) unit-unreported · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source ChemLLM-7B on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'ChemLLM-7B', column group 'Fluorescence', column 'MAE ↓'
Configuration: CNN (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	0.194 ± 0.001 MAE (mean absolute error) unit-unreported · lower Uncertainty: SD 0.001 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source CNN on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'CNN', column group 'Fluorescence', column 'MAE ↓'
Configuration: CNN-RNN (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	0.268 ± 0.002 MAE (mean absolute error) unit-unreported · lower Uncertainty: SD 0.002 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source CNN-RNN on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'CNN-RNN', column group 'Fluorescence', column 'MAE ↓'
Configuration: Deep Prot-T5 (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	0.642 MAE (mean absolute error) unit-unreported · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source Deep Prot-T5 on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'Deep Prot-T5', column group 'Fluorescence', column 'MAE ↓'
Configuration: ESM-1b (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	0.548 ± 0.004 MAE (mean absolute error) unit-unreported · lower Uncertainty: SD 0.004 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source ESM-1b on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'ESM-1b', column group 'Fluorescence', column 'MAE ↓'
Configuration: ESM-2-650M (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	0.563 ± 0.002 MAE (mean absolute error) unit-unreported · lower Uncertainty: SD 0.002 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source ESM-2-650M on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'ESM-2-650M', column group 'Fluorescence', column 'MAE ↓'
Configuration: GAT (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	1.201 ± 0.005 MAE (mean absolute error) unit-unreported · lower Uncertainty: SD 0.005 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source GAT on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'GAT', column group 'Fluorescence', column 'MAE ↓'
Configuration: GCN (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	0.864 ± 0.018 MAE (mean absolute error) unit-unreported · lower Uncertainty: SD 0.018 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source GCN on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'GCN', column group 'Fluorescence', column 'MAE ↓'
Configuration: Graphormer (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	1.201 ± 0.032 MAE (mean absolute error) unit-unreported · lower Uncertainty: SD 0.032 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source Graphormer on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'Graphormer', column group 'Fluorescence', column 'MAE ↓'
Configuration: LlaSMol-Mistral-7B (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	2.08 MAE (mean absolute error) unit-unreported · lower Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source LlaSMol-Mistral-7B on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'LlaSMol-Mistral-7B', column group 'Fluorescence', column 'MAE ↓'
Configuration: MPNN (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	1.275 ± 0.011 MAE (mean absolute error) unit-unreported · lower Uncertainty: SD 0.011 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source MPNN on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'MPNN', column group 'Fluorescence', column 'MAE ↓'
Configuration: NeuralFP (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	1.016 ± 0.081 MAE (mean absolute error) unit-unreported · lower Uncertainty: SD 0.081 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source NeuralFP on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'NeuralFP', column group 'Fluorescence', column 'MAE ↓'
Configuration: PAGTN (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	1.255 ± 0.040 MAE (mean absolute error) unit-unreported · lower Uncertainty: SD 0.040 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source PAGTN on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'PAGTN', column group 'Fluorescence', column 'MAE ↓'
Configuration: Prot-T5-XL (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	0.535 ± 0.006 MAE (mean absolute error) unit-unreported · lower Uncertainty: SD 0.006 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source Prot-T5-XL on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'Prot-T5-XL', column group 'Fluorescence', column 'MAE ↓'
Configuration: ProtBert (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	0.583 ± 0.007 MAE (mean absolute error) unit-unreported · lower Uncertainty: SD 0.007 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source ProtBert on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'ProtBert', column group 'Fluorescence', column 'MAE ↓'
Configuration: Transformer (DeepProtein benchmark)	Protocol: DeepProtein Fluorescence (TAPE): MAE ↓ Dataset: Fluorescence (TAPE)	0.371 ± 0.005 MAE (mean absolute error) unit-unreported · lower Uncertainty: SD 0.005 Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Evidence concern: excluded from comparisons Figure 3's caption calls the regression metric 'Spearman (Pearson) Coefficient' while the Evaluation metrics section defines rho as Spearman rank correlation and R2 separately. The section's definition is taken as authoritative and the rho columns are recorded as Spearman; the caption wording is noted so a reader of the figure is not surprised.DeepProtein: deep learning library and benchmark for protein sequence learning · Tables 2, 4 and 6 column headings 'rho' and 'R2'; Figure 3 caption Methods, coverage and source Transformer on DeepProtein Fluorescence (TAPE) (MAE ↓) lit-protein-20261011-deepprotein-protocol-fluorescence-mae Aggregation: Not reported DeepProtein: deep learning library and benchmark for protein sequence learning · Table 2. row 'Transformer', column group 'Fluorescence', column 'MAE ↓'

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Author-reported evaluations: 17

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DeepProtein: deep learning library and benchmark for protein sequence learning · Original source · Version of record, Bioinformatics 2025 (PMC12553333 JATS full text)

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Technical metadata and extraction receipts

Stable ID: lit-protein-20261011-deepprotein-protocol-fluorescence-mae

areas: protein-function
contexts: research
protocol: Train on the task's training split and score Fluorescence (TAPE) on its test split; five random seeds per method, mean and standard deviation reported.
metric: mean-absolute-error
metric direction: lower
unit: unit-unreported
metric qualifier: mean absolute error
version: As published 2025
source locator: Fluorescence (TAPE): column 'MAE ↓' of its table in Tables 2 to 8
replicates: Five random seeds (table footnote a: 'we used five different random seeds to perform independent runs, reporting the average results along with their standard deviations')
limitations: Author-reported results: the DeepProtein authors ran every method.
unit detail: error in the task's own measurement units
dataset: Fluorescence (TAPE); train/valid/test 21446/5362/27217

Related records

part of: DeepProtein benchmark
uses data: Fluorescence (TAPE)
assessment: AttentiveFP on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: ChemLLM-7B on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: CNN on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: CNN-RNN on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: Deep Prot-T5 on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: ESM-1b on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: ESM-2-650M on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: GAT on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: GCN on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: Graphormer on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: LlaSMol-Mistral-7B on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: MPNN on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: NeuralFP on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: PAGTN on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: Prot-T5-XL on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: ProtBert on DeepProtein Fluorescence (TAPE) (MAE ↓)
assessment: Transformer on DeepProtein Fluorescence (TAPE) (MAE ↓)

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