Levenshtein
Sequence-similarity baseline, with no learned fitness model.
Overview
Sequence-similarity baseline, with no learned fitness model.
Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Evaluations and results
Release 2026-09-17-134cd1815de8 · 10 evaluations · 10 metric rows. 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.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| Levenshtein on FLIP AAV-1-VS-REST: AAV fitness prediction, 1-vs-rest split Method: LevenshteinTask: FLIP AAV-1-VS-REST: AAV fitness prediction, 1-vs-rest splitDataset subset: FLIP AAV, 1-vs-rest split (FLIP split) Trained on the split's training set with ten percent held out for validation, scored on its test set. Author-reported evaluation · Evaluation metadata: source checked | ||
| -0.11 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedflip primary benchmark evidence · Table 5, row(Levenshtein), column(1-vs-rest) Source checking is not independent reproduction. |
| Levenshtein on FLIP AAV-2-VS-REST: AAV fitness prediction, 2-vs-rest split Method: LevenshteinTask: FLIP AAV-2-VS-REST: AAV fitness prediction, 2-vs-rest splitDataset subset: FLIP AAV, 2-vs-rest split (FLIP split) Trained on the split's training set with ten percent held out for validation, scored on its test set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.57 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedflip primary benchmark evidence · Table 5, row(Levenshtein), column(2-vs-rest) Source checking is not independent reproduction. |
| Levenshtein on FLIP AAV-7-VS-REST: AAV fitness prediction, 7-vs-rest split Method: LevenshteinTask: FLIP AAV-7-VS-REST: AAV fitness prediction, 7-vs-rest splitDataset subset: FLIP AAV, 7-vs-rest split (FLIP split) Trained on the split's training set with ten percent held out for validation, scored on its test set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.53 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedflip primary benchmark evidence · Table 5, row(Levenshtein), column(7-vs-rest) Source checking is not independent reproduction. |
| Levenshtein on FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split Method: LevenshteinTask: FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut splitDataset subset: FLIP AAV, Des-Mut split (FLIP split) Trained on the split's training set with ten percent held out for validation, scored on its test set. Author-reported evaluation · Evaluation metadata: source checked | ||
| -0.07 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedflip primary benchmark evidence · Table 5, row(Levenshtein), column(Des-Mut) Source checking is not independent reproduction. |
| Levenshtein on FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split Method: LevenshteinTask: FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high splitDataset subset: FLIP AAV, low-vs-high split (FLIP split) Trained on the split's training set with ten percent held out for validation, scored on its test set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.25 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedflip primary benchmark evidence · Table 5, row(Levenshtein), column(low-vs-high) Source checking is not independent reproduction. |
| Levenshtein on FLIP AAV-MUT-DES: AAV fitness prediction, Mut-Des split Method: LevenshteinTask: FLIP AAV-MUT-DES: AAV fitness prediction, Mut-Des splitDataset subset: FLIP AAV, Mut-Des split (FLIP split) Trained on the split's training set with ten percent held out for validation, scored on its test set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.60 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedflip primary benchmark evidence · Table 5, row(Levenshtein), column(Mut-Des) Source checking is not independent reproduction. |
| Levenshtein on FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split Method: LevenshteinTask: FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest splitDataset subset: FLIP GB1, 1-vs-rest split (FLIP split) Trained on the split's training set with ten percent held out for validation, scored on its test set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.17 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedflip primary benchmark evidence · Table 4, row(Levenshtein), column(1-vs-rest) Source checking is not independent reproduction. |
| Levenshtein on FLIP GB1-2-VS-REST: GB1 fitness prediction, 2-vs-rest split Method: LevenshteinTask: FLIP GB1-2-VS-REST: GB1 fitness prediction, 2-vs-rest splitDataset subset: FLIP GB1, 2-vs-rest split (FLIP split) Trained on the split's training set with ten percent held out for validation, scored on its test set. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.16 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedflip primary benchmark evidence · Table 4, row(Levenshtein), column(2-vs-rest) Source checking is not independent reproduction. |
| Levenshtein on FLIP GB1-3-VS-REST: GB1 fitness prediction, 3-vs-rest split Method: LevenshteinTask: FLIP GB1-3-VS-REST: GB1 fitness prediction, 3-vs-rest splitDataset subset: FLIP GB1, 3-vs-rest split (FLIP split) Trained on the split's training set with ten percent held out for validation, scored on its test set. Author-reported evaluation · Evaluation metadata: source checked | ||
| -0.04 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedflip primary benchmark evidence · Table 4, row(Levenshtein), column(3-vs-rest) Source checking is not independent reproduction. |
| Levenshtein on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split Method: LevenshteinTask: FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high splitDataset subset: FLIP GB1, low-vs-high split (FLIP split) Trained on the split's training set with ten percent held out for validation, scored on its test set. Author-reported evaluation · Evaluation metadata: source checked | ||
| -0.10 spearman Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedflip primary benchmark evidence · Table 4, row(Levenshtein), column(low-vs-high) 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.
0 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|
No evidence rows match these filters. Choose another scope or clear the search.
Sources and history
Release 2026-09-17-134cd1815de8 · Record review: source checked
1 source records and release history
- flip primary benchmark evidence · Original source · 2021 manuscript
Technical metadata and extraction receipts
Stable ID: flip-method-levenshtein
- areas
- proteins-complexes
- source locator
- Table 4, row(Levenshtein)
- missing metadata
- checkpoint revision: unreported; parameters: unextracted
Related records
- model: Levenshtein on FLIP AAV-1-VS-REST: AAV fitness prediction, 1-vs-rest split
- model: Levenshtein on FLIP AAV-2-VS-REST: AAV fitness prediction, 2-vs-rest split
- model: Levenshtein on FLIP AAV-7-VS-REST: AAV fitness prediction, 7-vs-rest split
- model: Levenshtein on FLIP AAV-DES-MUT: AAV fitness prediction, Des-Mut split
- model: Levenshtein on FLIP AAV-LOW-VS-HIGH: AAV fitness prediction, low-vs-high split
- model: Levenshtein on FLIP AAV-MUT-DES: AAV fitness prediction, Mut-Des split
- model: Levenshtein on FLIP GB1-1-VS-REST: GB1 fitness prediction, 1-vs-rest split
- model: Levenshtein on FLIP GB1-2-VS-REST: GB1 fitness prediction, 2-vs-rest split
- model: Levenshtein on FLIP GB1-3-VS-REST: GB1 fitness prediction, 3-vs-rest split
- model: Levenshtein on FLIP GB1-LOW-VS-HIGH: GB1 fitness prediction, low-vs-high split