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Evaluation

dyMEAN-FixFR on ProteinBench AB-RATIONALITY-TOTAL-ENERGY: Rationality Total Energy

ProteinBench evaluation of dyMEAN-FixFR on Rationality Total Energy, scored with Total Energy.

Methods and reproduction

ProteinBench evaluation of dyMEAN-FixFR on Rationality Total Energy, scored with Total Energy.

task
ProteinBench AB-RATIONALITY-TOTAL-ENERGY: Rationality Total Energy
configuration
dyMEAN-FixFR
dataset subset
RAbD, 55 antibody-antigen complexes (ProteinBench split)
Split
Not reported
Adaptation
Not reported
Scoring implementation
Total Energy

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.

Evaluation procedure

Antibody design on the 55 antibody-antigen complexes of the RAbD set.

Configuration
dyMEAN-FixFR
Task
ProteinBench AB-RATIONALITY-TOTAL-ENERGY: Rationality Total Energy
Dataset subset
RAbD, 55 antibody-antigen complexes (ProteinBench split)
origin
Author-reported evaluation
configuration
Not reported
protocol id
proteinbench-task-ab-rationality-total-energy
metric implementation
Total Energy

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

Evaluation results

Release 2026-09-17-134cd1815de8 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard. Where several source tables report the same metric, the published comparisons above offer a pooled view that names what it does not hold constant.

Results grouped by the exact reported evaluation
Metric and findingCoverage and uncertaintyEvidence
dyMEAN-FixFR on ProteinBench AB-RATIONALITY-TOTAL-ENERGY: Rationality Total Energy

Antibody design on the 55 antibody-antigen complexes of the RAbD set.

Author-reported evaluation · Evaluation metadata: source checked

1239.29 ± 113.84 total-energy

Unit: score · Direction: lower

Uncertainty: type: standard deviation; value: 113.84

Scored: Not reported · Eligible: Not reported

source checkedproteinbench primary benchmark evidence · Table 6, row(dyMEAN-FixFR), column(Rationality Total Energy ↓)

Source checking is not 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.

10 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-17-134cd1815de8
Property and statementOriginal source and locationReview and provenance
attributes.comparison.metric_implementation

Total Energy

Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 6, row(dyMEAN-FixFR), column(Rationality Total Energy ↓)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.protocol_id

proteinbench-task-ab-rationality-total-energy

Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 6, row(dyMEAN-FixFR), column(Rationality Total Energy ↓)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.origin

author_reported

Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 6, row(dyMEAN-FixFR), column(Rationality Total Energy ↓)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.origin

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.protocol

Antibody design on the 55 antibody-antigen complexes of the RAbD set.

Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 6, row(dyMEAN-FixFR), column(Rationality Total Energy ↓)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.protocol

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.source_locator

Table 6, row(dyMEAN-FixFR), column(Rationality Total Energy ↓)

Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 6, row(dyMEAN-FixFR), column(Rationality Total Energy ↓)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

description

ProteinBench evaluation of dyMEAN-FixFR on Rationality Total Energy, scored with Total Energy.

Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 6, row(dyMEAN-FixFR), column(Rationality Total Energy ↓)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: description

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: benchmark

proteinbench-task-ab-rationality-total-energy

Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 6, row(dyMEAN-FixFR), column(Rationality Total Energy ↓)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:benchmark:proteinbench-task-ab-rationality-total-energy

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: dataset

proteinbench-dataset-rabd-55-antibody-antigen-complexes

Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 6, row(dyMEAN-FixFR), column(Rationality Total Energy ↓)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:dataset:proteinbench-dataset-rabd-55-antibody-antigen-complexes

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: model

proteinbench-method-dymean-fixfr

Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 6, row(dyMEAN-FixFR), column(Rationality Total Energy ↓)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:model:proteinbench-method-dymean-fixfr

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

name

dyMEAN-FixFR on ProteinBench AB-RATIONALITY-TOTAL-ENERGY: Rationality Total Energy

Context-only references
proteinbench primary benchmark evidence

Original source ↗

Table 6, row(dyMEAN-FixFR), column(Rationality Total Energy ↓)

Version: 2409.06744v1
Retrieved: 2026-09-16T21:07:13.231727+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: name

Source artifact SHA-256: 4334d636223ad42bfb9ae68aae03f5a255c29ba1cebe7b8f9588fb3b9b5453b2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Sources and history

Release 2026-09-17-134cd1815de8 · Record review: source checked

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

Stable ID: proteinbench-evaluation-dymean-fixfr-ab-rationality-total-energy

areas
proteins-complexes
tasks
Rationality Total Energy
origin
author_reported
protocol
Antibody design on the 55 antibody-antigen complexes of the RAbD set.
comparison
protocol id: proteinbench-task-ab-rationality-total-energy; metric implementation: Total Energy
missing metadata
checkpoint revision: unreported; seeds: unreported; budget: unreported; split manifest: unextracted
source locator
Table 6, row(dyMEAN-FixFR), column(Rationality Total Energy ↓)
Related records

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