# Atomic and excitation energy prediction on Beryllium NIST ASD

Source: [Atomic and excitation energy prediction on Beryllium NIST ASD](<https://www.sota2.com/research/sota/atomic-and-excitation-energy-prediction-on-beryllium-nist-asd>)

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

Data updated: 2026-03-17T10:20:52.655Z

Evaluation of models on predicting atomic and excitation energies using the Beryllium NIST ASD dataset, measured by absolute energy in Hartrees (Ha) and various energy error 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 | Atomic and excitation energy prediction |
| Dataset (including any stated split) | Beryllium NIST ASD |
| Metric | Absolute Energy (Ha) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 33 of 33 |
| 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

- [Absolute Energy (Ha)](<https://www.sota2.com/research/sota/atomic-and-excitation-energy-prediction-on-beryllium-nist-asd.md?metric=Absolute%20Energy%20(Ha)>): Higher is better; unit: SCALAR.

- [Energy Difference (ΔE) (Ha)](<https://www.sota2.com/research/sota/atomic-and-excitation-energy-prediction-on-beryllium-nist-asd.md?metric=Energy%20Difference%20(%CE%94E)%20(Ha)>): Lower is better; unit: SCALAR.

- [Experimental Energy Difference (ΔEexp) (Ha)](<https://www.sota2.com/research/sota/atomic-and-excitation-energy-prediction-on-beryllium-nist-asd.md?metric=Experimental%20Energy%20Difference%20(%CE%94Eexp)%20(Ha)>): Lower is better; unit: SCALAR.

- [Double Energy Difference (ΔΔEexp) (Ha)](<https://www.sota2.com/research/sota/atomic-and-excitation-energy-prediction-on-beryllium-nist-asd.md?metric=Double%20Energy%20Difference%20(%CE%94%CE%94Eexp)%20(Ha)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Absolute Energy (Ha) | Result date | Report paper |
| --- | --- | --- | --- |
| Excited Pfaffians | -14.37377 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.37382 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.37388 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.3739 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.37392 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.38457 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.38457 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.38461 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.38462 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.38462 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.39323 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.39329 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.3933 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.39546 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.39547 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.39549 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.39907 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.39914 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.39924 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.40815 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.40818 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.40819 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.40822 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.40822 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.41846 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.43005 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.473 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.47327 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.47333 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.56706 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.56707 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.56714 | Not recorded | 69b8e01b0636e5bf4afbeb40 |
| Excited Pfaffians | -14.66719 | Not recorded | 69b8e01b0636e5bf4afbeb40 |

### Excited Pfaffians

Absolute Energy (Ha): -14.37377. Result ID: 69b92ad047f34ce924a27673.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"32"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.37382. Result ID: 69b92ad047f34ce924a27672.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"31"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.37388. Result ID: 69b92ad047f34ce924a27671.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"30"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.3739. Result ID: 69b92ad047f34ce924a27670.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"29"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.37392. Result ID: 69b92ad047f34ce924a2766f.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"28"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.38457. Result ID: 69b92ad047f34ce924a2766d.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"26"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.38457. Result ID: 69b92ad047f34ce924a2766e.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"27"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.38461. Result ID: 69b92ad047f34ce924a2766c.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"25"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.38462. Result ID: 69b92ad047f34ce924a2766a.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"23"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.38462. Result ID: 69b92ad047f34ce924a2766b.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"24"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.39323. Result ID: 69b92ad047f34ce924a27669.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"22"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.39329. Result ID: 69b92ad047f34ce924a27668.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"21"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.3933. Result ID: 69b92ad047f34ce924a27667.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"20"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.39546. Result ID: 69b92ad047f34ce924a27666.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"19"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.39547. Result ID: 69b92ad047f34ce924a27665.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"18"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.39549. Result ID: 69b92ad047f34ce924a27664.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"17"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.39907. Result ID: 69b92ad047f34ce924a27663.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"16"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.39914. Result ID: 69b92ad047f34ce924a27662.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"15"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.39924. Result ID: 69b92ad047f34ce924a27661.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"14"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.40815. Result ID: 69b92ad047f34ce924a27660.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"13"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.40818. Result ID: 69b92ad047f34ce924a2765f.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"12"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.40819. Result ID: 69b92ad047f34ce924a2765e.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"11"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.40822. Result ID: 69b92ad047f34ce924a2765c.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"9"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.40822. Result ID: 69b92ad047f34ce924a2765d.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"10"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.41846. Result ID: 69b92ad047f34ce924a2765b.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"8"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.43005. Result ID: 69b92ad047f34ce924a2765a.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"7"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.473. Result ID: 69b92ad047f34ce924a27659.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"6"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.47327. Result ID: 69b92ad047f34ce924a27658.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"5"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.47333. Result ID: 69b92ad047f34ce924a27657.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"4"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.56706. Result ID: 69b92ad047f34ce924a27656.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"3"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.56707. Result ID: 69b92ad047f34ce924a27655.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"2"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.56714. Result ID: 69b92ad047f34ce924a27654.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"1"}. This record does not assert independent reproduction.

### Excited Pfaffians

Absolute Energy (Ha): -14.66719. Result ID: 69b92ad047f34ce924a27653.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e01b0636e5bf4afbeb40.md>)

Recorded evaluation configuration: {"State":"0"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
