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Evaluation

Boltz-1 (MSA) on ESMFold2 Runs N’ Poses reported comparison msa: Runs N’ Poses ligand pass rate (MSA)

ESMFold2 Runs N’ Poses reported comparison evaluation of Boltz-1 (MSA) on Runs N’ Poses ligand pass rate (MSA), scored with Ligand pass rate.

Evaluation results

1 evaluation · 1 metric rows. Different protocols are not a single leaderboard.

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Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: Boltz-1 (MSA)Protocol: ESMFold2 Runs N’ Poses reported comparison msa: Runs N’ Poses ligand pass rate (MSA)
Dataset subset: Runs N’ Poses complete-case intersection: 2,573 scored ligands (ESMFold2 Runs N’ Poses reported comparison split)
60% ligand_pass_rate
percent · higher

Uncertainty: Not reported

Coverage: unit: ligands; scored: 2573; eligible: unreported; note: Complete-case intersection; source 2600 systems is not a ligand denominator.

Author-reported evaluation · source checked
Methods, coverage and source

Boltz-1 (MSA) on ESMFold2 Runs N’ Poses reported comparison msa: Runs N’ Poses ligand pass rate (MSA)

Runs N’ Poses receptor–ligand co-folding; source benchmark 2,600 systems. Figure 2C reports n=2,573 scored ligands on the intersection where all models produced valid predictions, after excluding undefined SuCOS scores. Multiple ligands in one system are scored independently. Five seeds × five diffusion samples per target; select top candidate by ipTM. Success requires lDDT-PLI >0.8 and BiSyRMSD <2 angstrom. Baselines use 10 recycles and 200 diffusion steps; ESMFold2 uses 10 or 20 loops as labelled and truncated 68-step diffusion. Single-sequence and MSA conditions remain separate.

Aggregation: Not reported

ESMFold2 primary paper v1, Figure 2C Runs N’ Poses · PDF page 5, Figure 2C, Runs N’ Poses subpanel (right), msa block, bar 7 from left (Boltz-1 (MSA)), exact printed bar label

Source checking is not independent reproduction. Release 2026-09-23-2b89723c6dd9.

Evaluation procedure

Runs N’ Poses receptor–ligand co-folding; source benchmark 2,600 systems. Figure 2C reports n=2,573 scored ligands on the intersection where all models produced valid predictions, after excluding undefined SuCOS scores. Multiple ligands in one system are scored independently. Five seeds × five diffusion samples per target; select top candidate by ipTM. Success requires lDDT-PLI >0.8 and BiSyRMSD <2 angstrom. Baselines use 10 recycles and 200 diffusion steps; ESMFold2 uses 10 or 20 loops as labelled and truncated 68-step diffusion. Single-sequence and MSA conditions remain separate.

Configuration
Boltz-1 (MSA)
Protocol
ESMFold2 Runs N’ Poses reported comparison msa: Runs N’ Poses ligand pass rate (MSA)
Dataset subset
Runs N’ Poses complete-case intersection: 2,573 scored ligands (ESMFold2 Runs N’ Poses reported comparison split)
origin
Author-reported evaluation
configuration
Not reported
protocol id
esmfold2-2026-runs-n-poses-task-msa
metric implementation
Ligand pass rate

Metadata review: source checked. Unreported conditions prevent automatic comparisons.

Reproduction

Split
Not reported
Adaptation
Not reported
Scoring implementation
Ligand pass rate

No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.

Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.

Evidence

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

16 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-23-2b89723c6dd9
Property and statementOriginal source and locationReview and provenance
attributes.adaptation
Author-evaluated co-folding using the named released model; no new fine-tuning inferred. Conditioning and inference budgets follow Figure 2C and Appendix A.2.10.
Context-only references
ESMFold2 primary paper v1, Figure 2C Runs N’ Poses

Original source ↗

PDF page 5, Figure 2C, Runs N’ Poses subpanel (right), msa block, bar 7 from left (Boltz-1 (MSA)), exact printed bar label

Version: 10.64898/2026.06.03.729735v1; posted 2026-06-04
Retrieved: 2026-09-23T11:22:04.378019+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.adaptation

Source artifact SHA-256: aacaf8d2c9af44cf148138b195175f2751295197bd5e3352ca6f1387059a7127

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.comparison.metric_implementation
Ligand pass rate
Context-only references
ESMFold2 primary paper v1, Figure 2C Runs N’ Poses

Original source ↗

PDF page 5, Figure 2C, Runs N’ Poses subpanel (right), msa block, bar 7 from left (Boltz-1 (MSA)), exact printed bar label

Version: 10.64898/2026.06.03.729735v1; posted 2026-06-04
Retrieved: 2026-09-23T11:22:04.378019+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: aacaf8d2c9af44cf148138b195175f2751295197bd5e3352ca6f1387059a7127

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.comparison.protocol_id
esmfold2-2026-runs-n-poses-task-msa
Context-only references
ESMFold2 primary paper v1, Figure 2C Runs N’ Poses

Original source ↗

PDF page 5, Figure 2C, Runs N’ Poses subpanel (right), msa block, bar 7 from left (Boltz-1 (MSA)), exact printed bar label

Version: 10.64898/2026.06.03.729735v1; posted 2026-06-04
Retrieved: 2026-09-23T11:22:04.378019+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: aacaf8d2c9af44cf148138b195175f2751295197bd5e3352ca6f1387059a7127

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.count_unit
ligands
Context-only references
ESMFold2 primary paper v1, Figure 2C Runs N’ Poses

Original source ↗

PDF page 5, Figure 2C, Runs N’ Poses subpanel (right), msa block, bar 7 from left (Boltz-1 (MSA)), exact printed bar label

Version: 10.64898/2026.06.03.729735v1; posted 2026-06-04
Retrieved: 2026-09-23T11:22:04.378019+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.count_unit

Source artifact SHA-256: aacaf8d2c9af44cf148138b195175f2751295197bd5e3352ca6f1387059a7127

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.evidence_overlap
One receptor-ligand comparison reported at two conditioning modes and multiple inference settings; not independent benchmark replications.
Context-only references
ESMFold2 primary paper v1, Figure 2C Runs N’ Poses

Original source ↗

PDF page 5, Figure 2C, Runs N’ Poses subpanel (right), msa block, bar 7 from left (Boltz-1 (MSA)), exact printed bar label

Version: 10.64898/2026.06.03.729735v1; posted 2026-06-04
Retrieved: 2026-09-23T11:22:04.378019+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.evidence_overlap

Source artifact SHA-256: aacaf8d2c9af44cf148138b195175f2751295197bd5e3352ca6f1387059a7127

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.origin
author_reported
Context-only references
ESMFold2 primary paper v1, Figure 2C Runs N’ Poses

Original source ↗

PDF page 5, Figure 2C, Runs N’ Poses subpanel (right), msa block, bar 7 from left (Boltz-1 (MSA)), exact printed bar label

Version: 10.64898/2026.06.03.729735v1; posted 2026-06-04
Retrieved: 2026-09-23T11:22:04.378019+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.origin

Source artifact SHA-256: aacaf8d2c9af44cf148138b195175f2751295197bd5e3352ca6f1387059a7127

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.protocol
Runs N’ Poses receptor–ligand co-folding; source benchmark 2,600 systems. Figure 2C reports n=2,573 scored ligands on the intersection where all models produced valid predictions, after excluding undefined SuCOS scores. Multiple ligands in one system are scored independently. Five seeds × five diffusion samples per target; select top candidate by ipTM. Success requires lDDT-PLI >0.8 and BiSyRMSD <2 angstrom. Baselines use 10 recycles and 200 diffusion steps; ESMFold2 uses 10 or 20 loops as labelled and truncated 68-step diffusion. Single-sequence and MSA conditions remain separate.
Context-only references
ESMFold2 primary paper v1, Figure 2C Runs N’ Poses

Original source ↗

PDF page 5, Figure 2C, Runs N’ Poses subpanel (right), msa block, bar 7 from left (Boltz-1 (MSA)), exact printed bar label

Version: 10.64898/2026.06.03.729735v1; posted 2026-06-04
Retrieved: 2026-09-23T11:22:04.378019+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.protocol

Source artifact SHA-256: aacaf8d2c9af44cf148138b195175f2751295197bd5e3352ca6f1387059a7127

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.published_score_reproduction
false
Context-only references
ESMFold2 primary paper v1, Figure 2C Runs N’ Poses

Original source ↗

PDF page 5, Figure 2C, Runs N’ Poses subpanel (right), msa block, bar 7 from left (Boltz-1 (MSA)), exact printed bar label

Version: 10.64898/2026.06.03.729735v1; posted 2026-06-04
Retrieved: 2026-09-23T11:22:04.378019+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.published_score_reproduction

Source artifact SHA-256: aacaf8d2c9af44cf148138b195175f2751295197bd5e3352ca6f1387059a7127

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.scored_count
2573
Context-only references
ESMFold2 primary paper v1, Figure 2C Runs N’ Poses

Original source ↗

PDF page 5, Figure 2C, Runs N’ Poses subpanel (right), msa block, bar 7 from left (Boltz-1 (MSA)), exact printed bar label

Version: 10.64898/2026.06.03.729735v1; posted 2026-06-04
Retrieved: 2026-09-23T11:22:04.378019+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.scored_count

Source artifact SHA-256: aacaf8d2c9af44cf148138b195175f2751295197bd5e3352ca6f1387059a7127

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

attributes.source_locator
PDF page 5, Figure 2C, Runs N’ Poses subpanel (right), msa block, bar 7 from left (Boltz-1 (MSA)), exact printed bar label
Context-only references
ESMFold2 primary paper v1, Figure 2C Runs N’ Poses

Original source ↗

PDF page 5, Figure 2C, Runs N’ Poses subpanel (right), msa block, bar 7 from left (Boltz-1 (MSA)), exact printed bar label

Version: 10.64898/2026.06.03.729735v1; posted 2026-06-04
Retrieved: 2026-09-23T11:22:04.378019+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.source_locator

Source artifact SHA-256: aacaf8d2c9af44cf148138b195175f2751295197bd5e3352ca6f1387059a7127

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Sources and history

View linked audit checks and correction history

Release 2026-09-23-2b89723c6dd9 · Record review: source checked

1 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: esmfold2-2026-runs-n-poses-evaluation-boltz-1-msa-msa

areas
proteins-complexes
tasks
Runs N’ Poses ligand pass rate (MSA)
origin
author_reported
protocol
Runs N’ Poses receptor–ligand co-folding; source benchmark 2,600 systems. Figure 2C reports n=2,573 scored ligands on the intersection where all models produced valid predictions, after excluding undefined SuCOS scores. Multiple ligands in one system are scored independently. Five seeds × five diffusion samples per target; select top candidate by ipTM. Success requires lDDT-PLI >0.8 and BiSyRMSD <2 angstrom. Baselines use 10 recycles and 200 diffusion steps; ESMFold2 uses 10 or 20 loops as labelled and truncated 68-step diffusion. Single-sequence and MSA conditions remain separate.
comparison
protocol id: esmfold2-2026-runs-n-poses-task-msa; metric implementation: Ligand pass rate
missing metadata
uncertainty values: unextracted; eligible ligands: unreported
source locator
PDF page 5, Figure 2C, Runs N’ Poses subpanel (right), msa block, bar 7 from left (Boltz-1 (MSA)), exact printed bar label
scored count
2573
count unit
ligands
adaptation
Author-evaluated co-folding using the named released model; no new fine-tuning inferred. Conditioning and inference budgets follow Figure 2C and Appendix A.2.10.
evidence overlap
One receptor-ligand comparison reported at two conditioning modes and multiple inference settings; not independent benchmark replications.
published score reproduction
false
suite complete
false
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