Strengths and considerations
No source-reviewed explanatory claims are recorded here yet.
model · method
MULAN-ESM2 S
MULAN-ESM2 S is the method recorded for human protein-protein interaction prediction. This page preserves the configuration reported by MULAN: multimodal protein language model for sequence and structure encoding.
At a glance
Explanatory profile: limited source coverage · Automated source review, 2026-09-16. This does not change the review status of its results.
| Property | Description and evidence |
|---|---|
| Recorded dataset | HumanPPIMULAN: multimodal protein language model for sequence and structure encoding · Table 2, MULAN-ESM2 S row, HumanPPI AUC column |
| Recorded split | paper evaluationMULAN: multimodal protein language model for sequence and structure encoding · Table 2, MULAN-ESM2 S row, HumanPPI AUC column |
| Recorded configuration | small ESM2 backboneMULAN: multimodal protein language model for sequence and structure encoding · Table 2, MULAN-ESM2 S row, HumanPPI AUC column |
| Model type | Not extracted or verified for this record. |
| Training data | Not extracted or verified for this record. |
| Context limits | Not extracted or verified for this record. |
| Access | Not extracted or verified for this record. |
| Code licence | Not extracted or verified for this record. |
| Weights licence | Not extracted or verified for this record. |
How it works
Recorded evaluation
The imported evaluation describes this procedure: MULAN sequence-structure model based on ESM2 8M
MULAN: multimodal protein language model for sequence and structure encoding · Table 2, MULAN-ESM2 S row, HumanPPI AUC columnBenchmarks and 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 |
|---|---|---|
| MULAN-ESM2 S: human protein-protein interaction prediction MULAN sequence-structure model based on ESM2 8M Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.717 AUC Unit: fraction · Direction: unknown | Uncertainty: not reported in legacy extract Scored: Not reported · Eligible: Not reported | source checkedMULAN: multimodal protein language model for sequence and structure encoding · Table 2, MULAN-ESM2 S row, HumanPPI AUC column Source checking is not independent reproduction. |
Strengths and limitations
Limitations and conditions
- This is an evidence-limited profile. The recorded evaluation context does not establish performance on other datasets or configurations.MULAN: multimodal protein language model for sequence and structure encoding · Table 2, MULAN-ESM2 S row, HumanPPI AUC column
Profile review details
Reviewed the existing release record, its source pointer and linked evaluation context. This is not a fresh full-text architecture review or independent reproduction; numerical review status is unchanged.
Stable record: reported-model-a29203c09857efSources and history
Release 2026-09-16-d74d282221a9 · Record review: needs review
- MULAN: multimodal protein language model for sequence and structure encoding · Original source · journal full text in PMC
Technical metadata and extraction receipts
Stable ID: reported-model-a29203c09857ef
- areas
- proteins-complexes
- entity level
- method
- version
- small ESM2 backbone
- reported name
- MULAN-ESM2 S
- missing metadata
- checkpoint revision: not_reported_in_legacy_extract; training data: not_reported_in_legacy_extract; licence: not_reported_in_legacy_extract