| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Protein sequences lengths 200-800 | Joint policy (ours) | pLDDT86.43 | 10 | 1d ago | |
| UniRef50 | DLM-150M + PAPL | pLDDT81.48 | 9 | 3mo ago | |
| DPLM 150M | Policy | Mean pLDDT84.94 | 7 | 1d ago | |
| UBE2I | AdaLead | Average Diversity11.258 | 6 | 7d ago | |
| TEM | ProSpero | Average Diversity4.629 | 6 | 7d ago | |
| Pab1 | GFN-AL-δCS | Average Diversity6.298 | 6 | 7d ago | |
| LGK | GFN-AL-δCS | Average Diversity32.517 | 6 | 7d ago | |
| AMIE | ProSpero | Average Diversity12.404 | 6 | 7d ago | |
| AAV | GFN-AL-δCS | Average Diversity10.897 | 6 | 7d ago | |
| UBE2I | ProSpero | Average Novelty16.256 | 6 | 7d ago | |
| TEM | SILO | Average Novelty6.804 | 6 | 7d ago | |
| Pab1 | SILO | Average novelty10.88 | 6 | 7d ago | |
| LGK | ProSpero | Average Novelty64.146 | 6 | 7d ago | |
| GFP | ProSpero | Average Novelty42.328 | 6 | 7d ago | |
| E4B | ProSpero | Average Novelty9.236 | 6 | 7d ago | |
| AMIE | ProSpero | Average Novelty16.666 | 6 | 7d ago | |
| AAV | ProSpero | Average Novelty13.118 | 6 | 7d ago | |
| ESM-C | Average Passes74.8 | 6 | 13d ago | ||
| Protein Sequence Generation | P2 | pLDDT83.45 | 6 | 2mo ago | |
| Protein Functional Evaluation GB1, PhoQ, UBC9, GFP | InstructProtein+KPO | GB1 Score0.191 | 6 | 3mo ago | |
| Protein Safety Evaluation Harmful Proteins | InstructProtein | BLAST Score0.41 | 6 | 3mo ago | |
| UniRef50 (test) | DPLM + P2-train | pLDDT83.45 | 5 | 2mo ago | |
| SwissProt subset of UniProt | DiMA Emb | FD-seq1.086 | 4 | 2mo ago | |
| TrpB | SFT Model | Sequence Length99.9 | 2 | 3mo ago |
