Benchmark Almanac

Coronavirus-ACE2 Cell-Entry Screen

GPT-6.1 Terra 0.47 leads since October 2026
Only in system cards

Models predict and rank held-out cell entry measurements for spike protein and ACE2 pairings. Scored as a composite score.

OpenAI Critical bio capability evaluation. The Critical threshold is 0.75.

Made by
OpenAI
Released
September 2026
Kind
Genomics and life sciences
Level
Research frontier
Scored
Checked automatically
Answers
Prediction
Tasks
Kept private
Strongest model tested
GPT-6 Astra #3 on the capability index
Last in a system card
October 2026
Last model added
October 2026
6
Models scored in lab cards
8
System cards report it, from 1 lab

GPT-6.1 Terra leads with 0.47

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

  1. 1 GPT-6.1 Terra 0.47
  2. 2 GPT-6 Sol 0.46
  3. 3 GPT-6.1 Sol 0.42
  4. 4 GPT-6 Astra 0.42
  5. 5 GPT-Rosalind-6 0.42
  6. 6 GPT-6 Luna 0.37

Source: Labs’ model cards

#ModelScoreSettingDateSource
1 GPT-6.1 Terra 0.47 Oct 2026 Lab model card
2 GPT-6 Sol 0.46 Sep 2026 Lab model card
3 GPT-6.1 Sol 0.42 Sep 2026 Lab model card
4 GPT-6 Astra 0.42 Sep 2026 Lab model card
5 GPT-Rosalind-6 0.42 Oct 2026 Lab model card
6 GPT-6 Luna 0.37 Oct 2026 Lab model card

3 models have held number one in labs’ own numbers since its release in September 2026

Lab claims count from the day the card came out, independent runs from the model’s release.

OpenAI
Lab claims 3 leaders

Source: Labs’ model cards

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Reported by the lab in its model card
0.30 0.35 0.40 0.45 0.50 2027 0.30 0.35 0.40 0.45 0.50 2027

Source: Labs’ model cards

Labs report it only in system cards

We read the headline results of 522 launch posts from 52 labs, and none of them list this benchmark. Some system cards do, below.

8 system cards report it, from 1 lab

Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.

DateDocumentScoreAs the document writes itSection
Oct 30, 2026 GPT-Rosalind-6 system card 0.42 Coronavirus-ACE2 Cell-Entry Screen, composite score Bio and chem risk
Oct 29, 2026 GPT-6 Luna system card addendum 0.37 Coronavirus–ACE2 Cell-Entry Screen, composite score (Table 9) Bio and chem risk
Oct 26, 2026 GPT-6.1 Terra system card addendum 0.474 Coronavirus–ACE2 Cell-Entry Screen, clipped composite score (table, 9.0.1.2) Bio and chem risk
Oct 7, 2026 GPT-6 Sol system card addendum 0.349 Coronavirus–ACE2 Cell-Entry Screen, composite score (Table 9) Bio and chem risk
Oct 7, 2026 GPT-6 Luna system card addendum 0.36 Coronavirus–ACE2 Cell-Entry Screen, composite score (Table 9) Bio and chem risk
Sep 29, 2026 GPT-6.1 Sol system card addendum 0.423 Coronavirus–ACE2 Cell-Entry Screen, composite score (9.1.1.2) Bio and chem risk
Sep 22, 2026 GPT-6 Sol system card 0.463 Coronavirus–ACE2 Cell-Entry Screen, composite score (Table 34, A.8.1.1.2) Bio and chem risk
Sep 3, 2026 GPT-6 Astra system card 0.42 Coronavirus–ACE2 Cell-Entry Screen, composite score (table shows helpful-only 0.45) (10.1.1.2.3, Table 14) Bio and chem risk

More in Biology and chemistry

All 109 in Biology and chemistry
  • GeneBench Pro In use Agents analyze messy simulated genomics and biology datasets to estimate a decision-relevant quantity across 129 problems. Scored automatically against known answers. GPT-5.6 Sol 31.5%
  • SUPERChem In use Models solve 500 expert-written chemistry reasoning problems, offered in multimodal and text-only forms. Expert solution paths also allow a reasoning path score. Tencent Hy4 preview 66.4%
  • LifeSciBench In use Models complete 750 expert-written life science research tasks, often with attached figures, tables, or sequence files. Graded against expert rubrics as score and pass rate. GPT-Rosalind-6 61.3%
  • MedChemBench (OpenAI) In use Models answer chemistry questions from an OpenAI internal set, grouped with OpenAI's life science research evaluations. OpenAI has not published the task format. GPT-Rosalind-6 49.6%
  • ProtocolQA Open-Ended In use Models correct errors in published lab protocols using open-ended questions adapted from LAB-Bench ProtocolQA. Scored as pass@1. GPT-6 Cyber 47.2%
  • MolecularIQ In use Models answer questions about molecular graphs, such as counting, indexing and constrained generation, and a symbolic checker verifies each answer. gpt-oss-120b 47.5%