# Life Trajectory Generation on SOEP

Source: [Life Trajectory Generation on SOEP](<https://www.sota2.com/research/sota/life-trajectory-generation-on-soep>)

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

Data updated: 2026-06-11T09:09:50.575Z

Evaluation of models generating full life trajectories using the SOEP dataset, assessed using sequence comparison metrics such as Jaccard Similarity, Levenshtein Distance, and Wasserstein Distance.

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 | life trajectory generation |
| Dataset (including any stated split) | SOEP full trajectory generation |
| Metric | Jaccard Similarity |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Jaccard Similarity](<https://www.sota2.com/research/sota/life-trajectory-generation-on-soep.md?metric=Jaccard%20Similarity>): Higher is better; unit: SCALAR.

- [Multiset Jaccard](<https://www.sota2.com/research/sota/life-trajectory-generation-on-soep.md?metric=Multiset%20Jaccard>): Higher is better; unit: SCALAR.

- [Levenshtein Distance](<https://www.sota2.com/research/sota/life-trajectory-generation-on-soep.md?metric=Levenshtein%20Distance>): Lower is better; unit: OTHER.

- [Wasserstein Distance](<https://www.sota2.com/research/sota/life-trajectory-generation-on-soep.md?metric=Wasserstein%20Distance>): Lower is better; unit: OTHER.

## Recorded results

| Method | Jaccard Similarity | Result date | Report paper |
| --- | --- | --- | --- |
| LifeSentence | 0.627 | Not recorded | 6a2a40e5d33dfb23e7839143 |
| LSTM | 0.528 | Not recorded | 6a2a40e5d33dfb23e7839143 |
| GRU | 0.524 | Not recorded | 6a2a40e5d33dfb23e7839143 |
| XGBoost | 0.52 | Not recorded | 6a2a40e5d33dfb23e7839143 |
| Logistic | 0.496 | Not recorded | 6a2a40e5d33dfb23e7839143 |
| Transformer | 0.369 | Not recorded | 6a2a40e5d33dfb23e7839143 |

### LifeSentence

Jaccard Similarity: 0.627. Result ID: 6a2a7b5afbc373592c27d68e.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40e5d33dfb23e7839143.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a40e5d33dfb23e7839143.md>)

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

### LSTM

Jaccard Similarity: 0.528. Result ID: 6a2a7b5afbc373592c27d690.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40e5d33dfb23e7839143.md>)

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

### GRU

Jaccard Similarity: 0.524. Result ID: 6a2a7b5afbc373592c27d691.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40e5d33dfb23e7839143.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa617b1e209131ce9f462d.md>)

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

### XGBoost

Jaccard Similarity: 0.52. Result ID: 6a2a7b5afbc373592c27d692.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40e5d33dfb23e7839143.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62821e209131ce9f9b56.md>)

[Implementation](<https://github.com/dmlc/xgboost>)

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

### Logistic

Jaccard Similarity: 0.496. Result ID: 6a2a7b5afbc373592c27d693.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40e5d33dfb23e7839143.md>)

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

### Transformer

Jaccard Similarity: 0.369. Result ID: 6a2a7b5afbc373592c27d68f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40e5d33dfb23e7839143.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

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

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