result · source checked
0.916 accuracy
ESM-2 embedding + paper classifier · accuracy · CLA-IND0.6
- Tested model
- ESM-2 embedding + paper classifier
- Task or benchmark
- clathrin protein classification
- Dataset
- CLA-IND0.6
- Procedure
- single-feature ESM-2 embedding comparison
- Evaluation
- ESM-2 embedding + paper classifier: clathrin protein classification
- Evidence
- Independent external evaluation · source checkedAdvancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 2, Independent test / ESM-2 row, ACC column
A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: needs review. Source checked does not mean independently reproduced.
Evaluation results
Release 2026-09-16-d74d282221a9 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| ESM-2 embedding + paper classifier: clathrin protein classification Model: ESM-2 embedding + paper classifier · Benchmark: clathrin protein classification · Dataset: CLA-IND0.6 single-feature ESM-2 embedding comparison Independent external evaluation · Evaluation metadata: needs review | ||
| 0.916 accuracy Unit: fraction · Direction: unknown | Uncertainty: not reported in legacy extract Scored: Not reported · Eligible: Not reported | source checkedAdvancing the accuracy of clathrin protein prediction through multi-source protein language models · Table 2, Independent test / ESM-2 row, ACC column Source checking is not independent reproduction. |
Sources and history
Release 2026-09-16-d74d282221a9 · Record review: source checked
- Advancing the accuracy of clathrin protein prediction through multi-source protein language models · Original source · journal full text in PMC
Technical metadata and extraction receipts
Stable ID: b2-clathrin-plm-2025
- areas
- proteins-complexes
- tasks
- clathrin protein classification
- printed value
- 0.916
- numeric value
- 0.916
- metric
- accuracy
- metric direction
- unknown
- unit
- fraction
- uncertainty
- Not reported
- source locator
- Table 2, Independent test / ESM-2 row, ACC column
- review
- method: independent_ai_table_review; reviewer: Codex secondary table review; reviewed at: 2026-09-16T10:38:57.558194+00:00; notes: Resolved the blank evaluation-strategy cells by their independent-test row group. ESM-2 ACC is 0.916 there; the cross-validation ESM-2 ACC is instead 0.873. This is the paper classifier using embeddings, not a standalone checkpoint.; evidence: Original PMC XML table headers, row groups and caption inspected; printed value 0.916.; artifact sha256: 2edc86b25707c1b737d26117093ce8d856e79cc5d0b335f27c1c341f887f1c7e; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12238356/fullTextXML
- legacy id
- b2-clathrin-plm-2025
- legacy row
- id: b2-clathrin-plm-2025; paper id: clathrin-plm-2025; domain id: proteins-complexes; task: clathrin protein classification; model: ESM-2 embedding + paper classifier; model version: not stated in table; dataset: CLA-IND0.6; dataset version: Not reported; split: independent test; metric: accuracy; value: 0.916; unit: fraction; uncertainty: Not reported; protocol: single-feature ESM-2 embedding comparison; source locator: Table 2, Independent test / ESM-2 row, ACC column; source url: https://pmc.ncbi.nlm.nih.gov/articles/PMC12238356/; evaluation origin: independent_paper; reviewed utc: 2026-09-15T23:33:26Z
- missing metadata
- dataset version: not_reported_in_legacy_extract; uncertainty: not_reported_in_legacy_extract