Protocol

ProteinGym AMFR official zero-shot Spearman snapshot

Original official assay-level zero-shot comparison; mixed single/double substitutions, not the proposed singles-only experiment.

97 evaluations · 97 results

Overview

Original official assay-level zero-shot comparison; mixed single/double substitutions, not the proposed singles-only experiment.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

97 recorded evaluations, 97 metric rows. A comparison chart has not yet been validated for these results. The table retains the individual findings and their sources.

View coverage and remaining gaps across all benchmarks

Results

Results are available, but no reviewed comparison panel is linked in this release.

All evaluations

97 evaluations · 97 results. Different protocols are not a single leaderboard.

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Tested model or methodProtocolDatasetEvaluation setupMetricEvidence origin

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configuration	Protocol and dataset	Finding	Evidence and details
Configuration: AIDO Protein-RAG (16B) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.445 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source AIDO Protein-RAG (16B) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=AIDO Protein-RAG (16B)
Configuration: CARP (38M) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	-0.185 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source CARP (38M) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=CARP (38M)
Configuration: CARP (600K) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	-0.194 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source CARP (600K) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=CARP (600K)
Configuration: CARP (640M) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.165 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source CARP (640M) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=CARP (640M)
Configuration: CARP (76M) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.114 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source CARP (76M) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=CARP (76M)
Configuration: DeepSequence (ensemble) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.407 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source DeepSequence (ensemble) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=DeepSequence (ensemble)
Configuration: DeepSequence (single) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.419 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source DeepSequence (single) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=DeepSequence (single)
Configuration: ESCOTT [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.41 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source ESCOTT AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=ESCOTT
Configuration: ESM-1b [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.374 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source ESM-1b AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=ESM-1b
Configuration: ESM-1v (ensemble) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.423 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source ESM-1v (ensemble) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=ESM-1v (ensemble)
Configuration: ESM-1v (single) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.07 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source ESM-1v (single) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=ESM-1v (single)
Configuration: ESM-C (300M) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.364 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source ESM-C (300M) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=ESM-C (300M)
Configuration: ESM-C (600M) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.262 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source ESM-C (600M) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=ESM-C (600M)
Configuration: ESM-IF1 [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.433 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source ESM-IF1 AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=ESM-IF1
Configuration: ESM2 (150M) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.321 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source ESM2 (150M) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=ESM2 (150M)
Configuration: ESM2 (15B) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.26 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source ESM2 (15B) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=ESM2 (15B)
Configuration: ESM2 (35M) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.286 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source ESM2 (35M) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=ESM2 (35M)
Configuration: ESM2 (3B) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.297 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source ESM2 (3B) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=ESM2 (3B)
Configuration: ESM2 (650M) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.261 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source ESM2 (650M) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=ESM2 (650M)
Configuration: ESM2 (8M) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	-0.209 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source ESM2 (8M) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=ESM2 (8M)
Configuration: ESM3 open (1.4B) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.29 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source ESM3 open (1.4B) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=ESM3 open (1.4B)
Configuration: EVE (ensemble) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.398 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EVE (ensemble) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=EVE (ensemble)
Configuration: EVE (single) [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.386 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EVE (single) AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=EVE (single)
Configuration: EVmutation [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.418 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EVmutation AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=EVmutation
Configuration: GEMME [ProteinGym 144fe22b snapshot]	Protocol: ProteinGym AMFR official zero-shot Spearman snapshot Dataset subset: ProteinGym AMFR 4G3O official snapshot cohort	0.396 spearman_rho correlation · higher Uncertainty: type: unreported Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source GEMME AMFR official snapshot Not reported Aggregation: Not reported ProteinGym AMFR assay-level Spearman comparison · DMS_substitutions_Spearman_DMS_level.csv line 15, DMS ID=AMFR_HUMAN_Tsuboyama_2023_4G3O, column=GEMME

Source checking is not independent reproduction. Release 2026-09-30-e37e3ab1284d.

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Author-reported evaluations: 97

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EVmutation AMFR evolutionary comparator · source_supported
Site-Independent AMFR evolutionary comparator · source_supported

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2 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-30-e37e3ab1284d
Property and statement	Original source and location	Review and provenance
Relationship: part of discovery-benchmark-proteingym Individual claims	Protocol metadata evidence: proteingym-reference_files-DMS_substitutions.csv Original source ↗ Official ProteinGym pinned benchmarks/DMS_zero_shot/substitutions/Spearman/DMS_substitutions_Spearman_DMS_level.csv; AMFR assay row Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-23T18:39:35.604049+00:00	source checked automated source review · 2026-09-30T21:44:09.612264+00:00 Audit details Field: `links:part_of:discovery-benchmark-proteingym` Claim: uc20260930-protocol-parent-fa51fe46268a4a99 Source artifact SHA-256: `a8f498011532a74aa9fe556a50555a75e928c5837d19c06a87592ae04049b308` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact
Relationship: part of discovery-benchmark-proteingym Individual claims	ProteinGym AMFR assay-level Spearman comparison Original source ↗ Official ProteinGym pinned benchmarks/DMS_zero_shot/substitutions/Spearman/DMS_substitutions_Spearman_DMS_level.csv; AMFR assay row Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: 144fe22b07dfaeec2b366f2346203a9838a55b4c Retrieved: 2026-09-30	source checked automated source review · 2026-09-30T21:44:09.612264+00:00 Audit details Field: `links:part_of:discovery-benchmark-proteingym` Claim: uc20260930-protocol-parent-fa51fe46268a4a99 Source artifact SHA-256: `f432423b87f79ac9778dfac86e3d95be041d246bc618dc0a406b35b0b7466437` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact

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Release 2026-09-30-e37e3ab1284d · Record review: source checked

2 source records and release history

ProteinGym AMFR assay-level Spearman comparison · Original source · 144fe22b07dfaeec2b366f2346203a9838a55b4c
Protocol metadata evidence: proteingym-reference_files-DMS_substitutions.csv · Original source · 144fe22b07dfaeec2b366f2346203a9838a55b4c

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Technical metadata and extraction receipts

Stable ID: uc20260930-proteingym-amfr-protocol

areas: proteins-complexes
version: 144fe22b07dfaeec2b366f2346203a9838a55b4c
source locator: DMS_substitutions_Spearman_DMS_level.csv row AMFR_HUMAN_Tsuboyama_2023_4G3O
review: method: automated_source_review; reviewer: Codex experimental-use-case curation; date: 2026-09-30; reviewed at: 2026-09-30T21:40:59.576893+00:00; scope: Primary-source transcription and catalogue applicability audit; not human scientific review or independent experimental reproduction.
limitations: Per-model scored counts, score transforms and checkpoint hashes unextracted; row Number of Mutants is assay count, not proof of complete predictions for each model.; Modalities differ across models; do not describe all as sequence-only.; Do not merge with local protocols.

Related records

part of: ProteinGym
applicable to: EVmutation AMFR evolutionary comparator
applicable to: Site-Independent AMFR evolutionary comparator
protocol: AIDO Protein-RAG (16B) AMFR official snapshot
protocol: CARP (38M) AMFR official snapshot
protocol: CARP (600K) AMFR official snapshot
protocol: CARP (640M) AMFR official snapshot
protocol: CARP (76M) AMFR official snapshot
protocol: DeepSequence (ensemble) AMFR official snapshot
protocol: DeepSequence (single) AMFR official snapshot
protocol: ESCOTT AMFR official snapshot
protocol: ESM-1b AMFR official snapshot
protocol: ESM-1v (ensemble) AMFR official snapshot
protocol: ESM-1v (single) AMFR official snapshot
protocol: ESM-C (300M) AMFR official snapshot
protocol: ESM-C (600M) AMFR official snapshot
protocol: ESM-IF1 AMFR official snapshot
protocol: ESM2 (150M) AMFR official snapshot
protocol: ESM2 (15B) AMFR official snapshot
protocol: ESM2 (35M) AMFR official snapshot
protocol: ESM2 (3B) AMFR official snapshot
protocol: ESM2 (650M) AMFR official snapshot
protocol: ESM2 (8M) AMFR official snapshot
protocol: ESM3 open (1.4B) AMFR official snapshot
protocol: EVE (ensemble) AMFR official snapshot
protocol: EVE (single) AMFR official snapshot
protocol: EVmutation AMFR official snapshot
protocol: GEMME AMFR official snapshot
protocol: MIF AMFR official snapshot
protocol: MIF-ST AMFR official snapshot
protocol: MSA Transformer (ensemble) AMFR official snapshot
protocol: MSA Transformer (single) AMFR official snapshot
protocol: MULAN AMFR official snapshot
protocol: PoET (200M) AMFR official snapshot
protocol: Progen2 Base AMFR official snapshot
protocol: Progen2 L AMFR official snapshot
protocol: Progen2 M AMFR official snapshot
protocol: Progen2 S AMFR official snapshot
protocol: Progen2 XL AMFR official snapshot
protocol: Progen3 112m AMFR official snapshot
protocol: Progen3 1B AMFR official snapshot
protocol: Progen3 219m AMFR official snapshot
protocol: Progen3 339m AMFR official snapshot
protocol: Progen3 3B AMFR official snapshot
protocol: Progen3 762m AMFR official snapshot
protocol: ProSST (K=1024) AMFR official snapshot
protocol: ProSST (K=128) AMFR official snapshot
protocol: ProSST (K=20) AMFR official snapshot
protocol: ProSST (K=2048) AMFR official snapshot
protocol: ProSST (K=4096) AMFR official snapshot
protocol: ProSST (K=512) AMFR official snapshot
protocol: ProteinMPNN AMFR official snapshot
protocol: ProtGPT2 AMFR official snapshot
protocol: Protriever AMFR official snapshot
protocol: ProtSSN (ensemble) AMFR official snapshot
protocol: ProtSSN (k=10, h=1280) AMFR official snapshot
protocol: ProtSSN (k=10, h=512) AMFR official snapshot
protocol: ProtSSN (k=10, h=768) AMFR official snapshot
protocol: ProtSSN (k=20, h=1280) AMFR official snapshot
protocol: ProtSSN (k=20, h=512) AMFR official snapshot
protocol: ProtSSN (k=20, h=768) AMFR official snapshot
protocol: ProtSSN (k=30, h=1280) AMFR official snapshot
protocol: ProtSSN (k=30, h=512) AMFR official snapshot
protocol: ProtSSN (k=30, h=768) AMFR official snapshot
protocol: RITA L AMFR official snapshot
protocol: RITA M AMFR official snapshot
protocol: RITA S AMFR official snapshot
protocol: RITA XL AMFR official snapshot
protocol: RSALOR AMFR official snapshot
protocol: S2F AMFR official snapshot
protocol: S2F-MSA AMFR official snapshot
protocol: S3F AMFR official snapshot
protocol: S3F-MSA AMFR official snapshot
protocol: SaProt (35M) AMFR official snapshot
protocol: SaProt (650M) AMFR official snapshot
protocol: Site-Independent AMFR official snapshot
protocol: SiteRM AMFR official snapshot
protocol: TranceptEVE L AMFR official snapshot
protocol: TranceptEVE M AMFR official snapshot
protocol: TranceptEVE S AMFR official snapshot
protocol: Tranception L AMFR official snapshot
protocol: Tranception L no retrieval AMFR official snapshot
protocol: Tranception M AMFR official snapshot
protocol: Tranception M no retrieval AMFR official snapshot
protocol: Tranception S AMFR official snapshot
protocol: Tranception S no retrieval AMFR official snapshot
protocol: Unirep AMFR official snapshot
protocol: Unirep evotuned AMFR official snapshot
protocol: VenusREM AMFR official snapshot
protocol: VESPA AMFR official snapshot
protocol: VespaG AMFR official snapshot
protocol: VESPAl AMFR official snapshot
protocol: Wavenet AMFR official snapshot
protocol: xTrimoPGLM-100B-int4 AMFR official snapshot
protocol: xTrimoPGLM-10B-MLM AMFR official snapshot
protocol: xTrimoPGLM-1B-CLM AMFR official snapshot
protocol: xTrimoPGLM-1B-MLM AMFR official snapshot
protocol: xTrimoPGLM-3B-CLM AMFR official snapshot
protocol: xTrimoPGLM-3B-MLM AMFR official snapshot
protocol: xTrimoPGLM-7B-CLM AMFR official snapshot
subject: ProteinGym AMFR official zero-shot Spearman snapshot study membership

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