# 3D Molecular Geometry Recovery from IR Spectra on QM9S (test)

Source: [3D Molecular Geometry Recovery from IR Spectra on QM9S (test)](<https://www.sota2.com/research/sota/3d-molecular-geometry-recovery-from-ir-spectra-on-qm9s-test>)

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

Data updated: 2026-03-09T08:07:08.904Z

Evaluation of models on recovering 3D molecular geometry based on input Infrared (IR) spectra, using the test split of the QM9S dataset, measured using similarity and accuracy metrics.

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 | 3D Molecular Geometry Recovery from IR Spectra |
| Dataset (including any stated split) | QM9S (test) |
| Metric | Similarity (g) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [Similarity (g)](<https://www.sota2.com/research/sota/3d-molecular-geometry-recovery-from-ir-spectra-on-qm9s-test.md?metric=Similarity%20(g)>): Higher is better; unit: SCALAR.

- [Max Similarity (g)](<https://www.sota2.com/research/sota/3d-molecular-geometry-recovery-from-ir-spectra-on-qm9s-test.md?metric=Max%20Similarity%20(g)>): Higher is better; unit: SCALAR.

- [Molecular Accuracy (%)](<https://www.sota2.com/research/sota/3d-molecular-geometry-recovery-from-ir-spectra-on-qm9s-test.md?metric=Molecular%20Accuracy%20(%25)>): Higher is better; unit: PERCENT.

- [SIS](<https://www.sota2.com/research/sota/3d-molecular-geometry-recovery-from-ir-spectra-on-qm9s-test.md?metric=SIS>): Higher is better; unit: SCALAR.

- [Max SIS](<https://www.sota2.com/research/sota/3d-molecular-geometry-recovery-from-ir-spectra-on-qm9s-test.md?metric=Max%20SIS>): Higher is better; unit: SCALAR.

- [SIS\*](<https://www.sota2.com/research/sota/3d-molecular-geometry-recovery-from-ir-spectra-on-qm9s-test.md?metric=SIS*>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Similarity (g) | Result date | Report paper |
| --- | --- | --- | --- |
| IR-GeoDiff | 0.666 | Not recorded | 69ae53e12d603e6de3e428cb |
| IR-GeoDiff | 0.657 | Not recorded | 69ae53e12d603e6de3e428cb |
| IR-GeoDiff | 0.63 | Not recorded | 69ae53e12d603e6de3e428cb |
| IR-GeoDiff | 0.605 | Not recorded | 69ae53e12d603e6de3e428cb |
| GEOLDM-variant | 0.551 | Not recorded | 69ae53e12d603e6de3e428cb |
| GEOLDM-variant | 0.539 | Not recorded | 69ae53e12d603e6de3e428cb |
| EDM-variant | 0.501 | Not recorded | 69ae53e12d603e6de3e428cb |
| GFMDiff | 0.364 | Not recorded | 69ae53e12d603e6de3e428cb |
| GEOLDM | 0.355 | Not recorded | 69ae53e12d603e6de3e428cb |
| EDM-variant | 0.354 | Not recorded | 69ae53e12d603e6de3e428cb |
| EDM | 0.278 | Not recorded | 69ae53e12d603e6de3e428cb |

### IR-GeoDiff

Similarity (g): 0.666. Result ID: 69ae7f996dbb7075b9567c4e.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e12d603e6de3e428cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae53e12d603e6de3e428cb.md>)

Recorded evaluation configuration: {"variant":"full model"}. This record does not assert independent reproduction.

### IR-GeoDiff

Similarity (g): 0.657. Result ID: 69ae7f996dbb7075b9567c5a.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e12d603e6de3e428cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae53e12d603e6de3e428cb.md>)

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

### IR-GeoDiff

Similarity (g): 0.63. Result ID: 69ae7f996dbb7075b9567c4c.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e12d603e6de3e428cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae53e12d603e6de3e428cb.md>)

Recorded evaluation configuration: {"variant":"w/o edge ca","edge cross-attention":"excluded"}. This record does not assert independent reproduction.

### IR-GeoDiff

Similarity (g): 0.605. Result ID: 69ae7f996dbb7075b9567c4d.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e12d603e6de3e428cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae53e12d603e6de3e428cb.md>)

Recorded evaluation configuration: {"variant":"w/o atom ca","atom cross-attention":"excluded"}. This record does not assert independent reproduction.

### GEOLDM-variant

Similarity (g): 0.551. Result ID: 69ae7f996dbb7075b9567c59.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e12d603e6de3e428cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f2f1e209131ce9e81fb.md>)

Recorded evaluation configuration: {"type":"variant"}. This record does not assert independent reproduction.

### GEOLDM-variant

Similarity (g): 0.539. Result ID: 69ae7f996dbb7075b9567c4b.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e12d603e6de3e428cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f2f1e209131ce9e81fb.md>)

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

### EDM-variant

Similarity (g): 0.501. Result ID: 69ae7f996dbb7075b9567c4a.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e12d603e6de3e428cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f30.md>)

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

### GFMDiff

Similarity (g): 0.364. Result ID: 69ae7f996dbb7075b9567c49.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e12d603e6de3e428cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f581e209131ce9e91bb.md>)

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

### GEOLDM

Similarity (g): 0.355. Result ID: 69ae7f996dbb7075b9567c48.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e12d603e6de3e428cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f2f1e209131ce9e81fb.md>)

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

### EDM-variant

Similarity (g): 0.354. Result ID: 69ae7f996dbb7075b9567c58.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e12d603e6de3e428cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f30.md>)

Recorded evaluation configuration: {"type":"variant"}. This record does not assert independent reproduction.

### EDM

Similarity (g): 0.278. Result ID: 69ae7f996dbb7075b9567c47.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53e12d603e6de3e428cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f291e209131ce9e7f30.md>)

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

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