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Evaluation

ProtST on PFMBench METAL-ION: Metal ion binding

PFMBench evaluation of ProtST on Metal ion binding, scored with Accuracy.

Methods and reproduction

PFMBench evaluation of ProtST on Metal ion binding, scored with Accuracy.

task
PFMBench METAL-ION: Metal ion binding
configuration
ProtST
dataset subset
Metal ion binding (PFMBench split)
Split
Not reported
Adaptation
Not reported
Scoring implementation
Accuracy

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

Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1.

Configuration
ProtST
Task
PFMBench METAL-ION: Metal ion binding
Dataset subset
Metal ion binding (PFMBench split)
origin
Author-reported evaluation
configuration
Not reported
protocol id
pfmbench-task-metal-ion
metric implementation
Accuracy

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
ProtST on PFMBench METAL-ION: Metal ion binding

Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1.

Author-reported evaluation · Evaluation metadata: source checked

0.51532 accuracy

Unit: fraction · Direction: higher

Uncertainty: Not reported

Scored: Not reported · Eligible: Not reported

source checkedpfmbench primary benchmark evidence · Table 3, row(ProtST [ 71 ]), column(M. I. Bin.)

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

Accuracy

Context-only references
pfmbench primary benchmark evidence

Original source ↗

Table 3, row(ProtST [ 71 ]), column(M. I. Bin.)

Version: 2506.14796v1
Retrieved: 2026-09-16T21:06:29.716004+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.comparison.protocol_id

pfmbench-task-metal-ion

Context-only references
pfmbench primary benchmark evidence

Original source ↗

Table 3, row(ProtST [ 71 ]), column(M. I. Bin.)

Version: 2506.14796v1
Retrieved: 2026-09-16T21:06:29.716004+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.origin

author_reported

Context-only references
pfmbench primary benchmark evidence

Original source ↗

Table 3, row(ProtST [ 71 ]), column(M. I. Bin.)

Version: 2506.14796v1
Retrieved: 2026-09-16T21:06:29.716004+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.origin

Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.protocol

Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1.

Context-only references
pfmbench primary benchmark evidence

Original source ↗

Table 3, row(ProtST [ 71 ]), column(M. I. Bin.)

Version: 2506.14796v1
Retrieved: 2026-09-16T21:06:29.716004+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.protocol

Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.source_locator

Table 3, row(ProtST [ 71 ]), column(M. I. Bin.)

Context-only references
pfmbench primary benchmark evidence

Original source ↗

Table 3, row(ProtST [ 71 ]), column(M. I. Bin.)

Version: 2506.14796v1
Retrieved: 2026-09-16T21:06:29.716004+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

description

PFMBench evaluation of ProtST on Metal ion binding, scored with Accuracy.

Context-only references
pfmbench primary benchmark evidence

Original source ↗

Table 3, row(ProtST [ 71 ]), column(M. I. Bin.)

Version: 2506.14796v1
Retrieved: 2026-09-16T21:06:29.716004+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: description

Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: benchmark

pfmbench-task-metal-ion

Context-only references
pfmbench primary benchmark evidence

Original source ↗

Table 3, row(ProtST [ 71 ]), column(M. I. Bin.)

Version: 2506.14796v1
Retrieved: 2026-09-16T21:06:29.716004+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:benchmark:pfmbench-task-metal-ion

Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: dataset

pfmbench-dataset-metal-ion-binding

Context-only references
pfmbench primary benchmark evidence

Original source ↗

Table 3, row(ProtST [ 71 ]), column(M. I. Bin.)

Version: 2506.14796v1
Retrieved: 2026-09-16T21:06:29.716004+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:dataset:pfmbench-dataset-metal-ion-binding

Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Relationship: model

pfmbench-method-protst

Context-only references
pfmbench primary benchmark evidence

Original source ↗

Table 3, row(ProtST [ 71 ]), column(M. I. Bin.)

Version: 2506.14796v1
Retrieved: 2026-09-16T21:06:29.716004+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: links:model:pfmbench-method-protst

Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

name

ProtST on PFMBench METAL-ION: Metal ion binding

Context-only references
pfmbench primary benchmark evidence

Original source ↗

Table 3, row(ProtST [ 71 ]), column(M. I. Bin.)

Version: 2506.14796v1
Retrieved: 2026-09-16T21:06:29.716004+00:00

not individually reviewed

No individual claim review recorded

author reported

Audit details

Field: name

Source artifact SHA-256: 59c7bbb888e8e91f33c1e2cabfde062c32381d6ca727d23b6655c977aabf97a2

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: pfmbench-evaluation-protst-metal-ion

areas
proteins-complexes
tasks
Metal ion binding
origin
author_reported
protocol
Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1.
comparison
protocol id: pfmbench-task-metal-ion; metric implementation: Accuracy
missing metadata
checkpoint revision: unreported; seeds: unreported; budget: unreported; split manifest: unextracted
source locator
Table 3, row(ProtST [ 71 ]), column(M. I. Bin.)
Related records

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