The split of Material production that PFMBench evaluated on. The upstream dataset release is not catalogued here, so no claim is made that this matches its original splits.
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Release 2026-09-29-06401fd5b220 · Evidence verified: Not verified
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12 evaluations · 12 results. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: DPLM | Task: PFMBench MAT-PROD: Material production Dataset subset: Material production (PFMBench split) | 0.801 accuracy fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceDPLM on PFMBench MAT-PROD: Material production Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(DPLM [ 68 ]), column(Mat.Pro.) |
| Configuration: ESM-2 | Task: PFMBench MAT-PROD: Material production Dataset subset: Material production (PFMBench split) | 0.812 accuracy fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-2 on PFMBench MAT-PROD: Material production Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ESM-2 [ 35 ]), column(Mat.Pro.) |
| Configuration: ESM-C | Task: PFMBench MAT-PROD: Material production Dataset subset: Material production (PFMBench split) | 0.81 accuracy fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-C on PFMBench MAT-PROD: Material production Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ESM-C), column(Mat.Pro.) |
| Configuration: ESM3 | Task: PFMBench MAT-PROD: Material production Dataset subset: Material production (PFMBench split) | 0.775 accuracy fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM3 on PFMBench MAT-PROD: Material production Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ESM3 [ 18 ]), column(Mat.Pro.) |
| Configuration: PGLM | Task: PFMBench MAT-PROD: Material production Dataset subset: Material production (PFMBench split) | 0.795 accuracy fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcePGLM on PFMBench MAT-PROD: Material production Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(PGLM [ 5 ]), column(Mat.Pro.) |
| Configuration: ProstT5 | Task: PFMBench MAT-PROD: Material production Dataset subset: Material production (PFMBench split) | 0 .81622 accuracy fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProstT5 on PFMBench MAT-PROD: Material production Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ProstT5 [ 21 ]), column(Mat.Pro.) |
| Configuration: ProtGPT2 | Task: PFMBench MAT-PROD: Material production Dataset subset: Material production (PFMBench split) | 0.768 accuracy fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProtGPT2 on PFMBench MAT-PROD: Material production Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ProtGPT2 [ 12 ]), column(Mat.Pro.) |
| Configuration: ProTrek | Task: PFMBench MAT-PROD: Material production Dataset subset: Material production (PFMBench split) | 0.815 accuracy fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProTrek on PFMBench MAT-PROD: Material production Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ProTrek [ 56 ]), column(Mat.Pro.) |
| Configuration: ProtST | Task: PFMBench MAT-PROD: Material production Dataset subset: Material production (PFMBench split) | 0.693 accuracy fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProtST on PFMBench MAT-PROD: Material production Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ProtST [ 71 ]), column(Mat.Pro.) |
| Configuration: ProtT5 | Task: PFMBench MAT-PROD: Material production Dataset subset: Material production (PFMBench split) | 0.801 accuracy fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceProtT5 on PFMBench MAT-PROD: Material production Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(ProtT5 [ 11 ]), column(Mat.Pro.) |
| Configuration: SaProt | Task: PFMBench MAT-PROD: Material production Dataset subset: Material production (PFMBench split) | 0.811 accuracy fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceSaProt on PFMBench MAT-PROD: Material production Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(SaProt [ 55 ]), column(Mat.Pro.) |
| Configuration: VenusPLM | Task: PFMBench MAT-PROD: Material production Dataset subset: Material production (PFMBench split) | 0.82 accuracy fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceVenusPLM on PFMBench MAT-PROD: Material production Fine-tuned with an adapter under the PFMBench harness; train, validation and test counts are in Table 1. Aggregation: Not reported pfmbench primary benchmark evidence · Table 3, row(VenusPLM [ 59 ]), column(Mat.Pro.) |
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2 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| description The split of Material production that PFMBench evaluated on. The upstream dataset release is not catalogued here, so no claim is made that this matches its original splits. Context-only references | pfmbench primary benchmark evidence No field-specific location recorded Version: 2506.14796v1 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
| name Material production (PFMBench split) Context-only references | pfmbench primary benchmark evidence No field-specific location recorded Version: 2506.14796v1 | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact retrieved primary paper artifact bytes. |
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Release 2026-09-29-06401fd5b220 · Record review: source checked
Stable ID: pfmbench-dataset-material-production