Baselines
Organiser-run baseline systems for both competitions, published before the evaluation window. These are organiser baselines — participant submissions are not added to these tables. Participant results live on the CodaBench leaderboards and appear on the results page once the window opens (12 July 2026).
Track 1 · Subtrack 1 — global equivalence alignment
Repaired coherence-aware P/R/F1
Macro-averaged over the three pairs (NCIT–DOID, SNOMED–FMA, SNOMED–NCIT); sorted by the headline column. See evaluation metrics.
| System | F1 (repaired) | P (repaired) | R (repaired) |
|---|---|---|---|
| LogMapLt | 0.625 | 0.628 | 0.635 |
| AML | 0.535 | 0.451 | 0.766 |
| LogMap | 0.523 | 0.392 | 0.803 |
| BERTMap | 0.516 | 0.821 | 0.401 |
| BERTMapLt | 0.508 | 0.785 | 0.403 |
| Naive-Lexical | 0.161 | 0.424 | 0.126 |
Track 1 · Subtrack 2 — local equivalence ranking
MRR and Hits@k
Macro-averaged over the three pairs (NCIT–DOID, SNOMED–FMA, SNOMED–NCIT); sorted by the headline column. See evaluation metrics.
| System | MRR | Hits@1 | Hits@5 | Hits@10 |
|---|---|---|---|---|
| Naive-Lexical | 0.731 | 0.656 | 0.814 | 0.863 |
| SapBERT | 0.716 | 0.638 | 0.809 | 0.850 |
| BERTMapLt | 0.583 | 0.524 | 0.636 | 0.692 |
| BERTMap-ss | 0.496 | 0.463 | 0.510 | 0.539 |
| BERTMap | 0.445 | 0.421 | 0.447 | 0.470 |
About these baselines
Organiser baselines (macro over the three pairs). Global = semi-supervised test-slice (option a): repaired coherence-aware F1 headline. Participant results appear on the CodaBench leaderboards. The global-alignment headline is the repaired coherence-aware F1; local ranking is headlined by MRR. Full data: leaderboard.json. Participant results appear on the results page, fed by the CodaBench leaderboards.
Reference coherence
Reference coherence — before vs after repair
The Task-1 reference alignment is grounded in UMLS/Mondo and can be logically incoherent; the repair procedure removes or weakens the incoherence-inducing correspondences. This table reports the coherence of each pair's reference before and after repair — the number of unsatisfiable named classes in the merged ontology and the corresponding incoherence degree. All three repaired references are coherent (0 unsatisfiable classes).
| Pair | Unsat. (before) | Incoherence degree (before) | Unsat. (after) | Incoherence degree (after) |
|---|---|---|---|---|
| NCIT–DOID | 17,850† | 7.7% | 0 | 0% |
| SNOMED–FMA | — | — | 0 | 0% |
| SNOMED–NCIT | 466,306† | 78% | 0 | 0% |
Unsatisfiable classes are counted in the merged ontology (Osrc ∪ Otgt ∪ R) under the ELK reasoner; the incoherence degree is that count over the merged named-class signature. † denotes an ELK lower bound (a sound under-approximation; the exact figure is pending). The all-equivalence standard SNOMED–FMA merge does not classify under ELK even at a 128 GB heap, so its before-repair figure is unavailable (—). Machine-readable data: reference_coherence.json.
Editions
Baselines and results by edition
OAEI Bio-ML 2026 is the current edition. As the track matures, each edition's final baselines and participant results will be archived here, and changes between editions are recorded in the changelog.
| Edition | Status | Baselines | Machine-readable snapshot |
|---|---|---|---|
| 2026 | current — evaluation & leaderboard open 12 July 2026 | this page | leaderboard.json |