Strengths and considerations
No source-reviewed explanatory claims are recorded here yet.
model · method
TAPE LSTM
TAPE LSTM is the method recorded for TAPE Fluorescence LSTM leaderboard evaluation. This page preserves the configuration reported by songlab-cal/tape official source.
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 | TAPE Fluorescence source datasetsonglab-cal/tape official source · README.md > Leaderboard > Fluorescence; row LSTM; column Spearman's rho; README.md > Leaderboard > Stability; row LSTM; column Spearman's rho |
| Recorded dataset | TAPE Stability source datasetsonglab-cal/tape official source · README.md > Leaderboard > Fluorescence; row LSTM; column Spearman's rho; README.md > Leaderboard > Stability; row LSTM; column Spearman's rho |
| Model type | Not extracted or verified for this record. |
| Known versions | 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: TAPE Fluorescence TAPE Stability
songlab-cal/tape official source · README.md > Leaderboard > Fluorescence; row LSTM; column Spearman's rho; README.md > Leaderboard > Stability; row LSTM; column Spearman's rhoBenchmarks and results
Release 2026-09-16-d74d282221a9 · 2 evaluations · 2 metric rows. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| TAPE Fluorescence LSTM leaderboard evaluation TAPE Fluorescence Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.67 Spearman's rho Unit: correlation · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedsonglab-cal/tape official source · README.md > Leaderboard > Fluorescence; row LSTM; column Spearman's rho Source checking is not independent reproduction. |
| TAPE Stability LSTM leaderboard evaluation TAPE Stability Author-reported evaluation · Evaluation metadata: discovered | ||
| 0.69 Spearman's rho Unit: correlation · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checkedsonglab-cal/tape official source · README.md > Leaderboard > Stability; row LSTM; column Spearman's rho 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.songlab-cal/tape official source · README.md > Leaderboard > Fluorescence; row LSTM; column Spearman's rho; README.md > Leaderboard > Stability; row LSTM; column Spearman's rho
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: discovery-model-tape-lstmSources and history
Release 2026-09-16-d74d282221a9 · Record review: discovered
- songlab-cal/tape official source · Original source · 6d345c2b2bbf52cd32cf179325c222afd92aec7e
Technical metadata and extraction receipts
Stable ID: discovery-model-tape-lstm
- areas
- protein-function
- entity level
- method
- missing metadata
- checkpoint: unreported; version: unreported
- reported name
- LSTM
- version
- Not reported