# Bio-molecular Instruction on Mol-Instructions

Source: [Bio-molecular Instruction on Mol-Instructions](<https://www.sota2.com/research/sota/bio-molecular-instruction-on-mol-instructions>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-27T14:18:52.848Z

Evaluation of models performing instruction-following tasks specifically tailored for bio-molecular generation or analysis using the Mol-Instructions dataset, measured by a general performance Score.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Bio-molecular Instruction |
| Dataset (including any stated split) | Mol-Instructions |
| Metric | Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Score](<https://www.sota2.com/research/sota/bio-molecular-instruction-on-mol-instructions.md?metric=Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| Intern-S1-Pro | 48.8 | Not recorded | 69c60ef50636e5bf4afc8453 |
| Gemini-3-Pro | 34.6 | Not recorded | 69c60ef50636e5bf4afc8453 |
| Kimi-K2.5 | 20 | Not recorded | 69c60ef50636e5bf4afc8453 |
| GPT-5.2 | 12.3 | Not recorded | 69c60ef50636e5bf4afc8453 |
| Qwen3-VL-235B-Thinking | 8.9 | Not recorded | 69c60ef50636e5bf4afc8453 |

### Intern-S1-Pro

Score: 48.8. Result ID: 69c6906147f34ce924b0dd0d.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef50636e5bf4afc8453.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60ef50636e5bf4afc8453.md>)

Recorded evaluation configuration: {"Number of Parameters":"1T-A22B","Thinking Configuration":"false"}. This record does not assert independent reproduction.

### Gemini-3-Pro

Score: 34.6. Result ID: 69c6906147f34ce924b0dd11.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef50636e5bf4afc8453.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Kimi-K2.5

Score: 20. Result ID: 69c6906147f34ce924b0dd0f.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef50636e5bf4afc8453.md>)

Recorded evaluation configuration: {"Number of Parameters":"1T-A32B"}. This record does not assert independent reproduction.

### GPT-5.2

Score: 12.3. Result ID: 69c6906147f34ce924b0dd10.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef50636e5bf4afc8453.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen3-VL-235B-Thinking

Score: 8.9. Result ID: 69c6906147f34ce924b0dd0e.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef50636e5bf4afc8453.md>)

Recorded evaluation configuration: {"Number of Parameters":"235B-A22B","Thinking Configuration":"true"}. This record does not assert independent reproduction.

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