# Natural Language Understanding on EuroEval Danish

Source: [Natural Language Understanding on EuroEval Danish](<https://www.sota2.com/research/sota/natural-language-understanding-on-euroeval-danish>)

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

Data updated: 2026-05-27T08:00:27.938Z

Evaluation of model performance on the Danish subset of the EuroEval benchmark suite, focusing on Natural Language Understanding capabilities.

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 | Natural Language Understanding |
| Dataset (including any stated split) | EuroEval Danish |
| Metric | EuroEval Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [EuroEval Score](<https://www.sota2.com/research/sota/natural-language-understanding-on-euroeval-danish.md?metric=EuroEval%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | EuroEval Score | Result date | Report paper |
| --- | --- | --- | --- |
| EuroLLM-9B (Base) | 65 | Not recorded | 6a167aa3dbd7150506f80031 |
| aya-3B (Base) | 48.4 | Not recorded | 6a167aa3dbd7150506f80031 |
| EuroLLM-9B (Multilingual All Lang SFT) | 8.5 | Not recorded | 6a167aa3dbd7150506f80031 |
| aya-3B (Multilingual Max-R SFT) | 7.4 | Not recorded | 6a167aa3dbd7150506f80031 |
| EuroLLM-9B (Monolingual In-lang SFT) | 5.3 | Not recorded | 6a167aa3dbd7150506f80031 |
| aya-3B (Multilingual All Lang SFT) | 4.6 | Not recorded | 6a167aa3dbd7150506f80031 |
| aya-3B (Monolingual Max-R SFT) | 4.2 | Not recorded | 6a167aa3dbd7150506f80031 |
| aya-3B (Monolingual In-lang SFT) | 4 | Not recorded | 6a167aa3dbd7150506f80031 |
| EuroLLM-9B (Multilingual Max-R SFT) | 1.3 | Not recorded | 6a167aa3dbd7150506f80031 |
| EuroLLM-9B (Multilingual Paired DPO) | 1.1 | Not recorded | 6a167aa3dbd7150506f80031 |
| EuroLLM-9B (Monolingual Paired DPO) | 1 | Not recorded | 6a167aa3dbd7150506f80031 |
| aya-3B (Monolingual Paired DPO) | 0.1 | Not recorded | 6a167aa3dbd7150506f80031 |
| aya-3B (Multilingual Paired DPO) | 0.1 | Not recorded | 6a167aa3dbd7150506f80031 |
| EuroLLM-9B (Monolingual Max-R SFT) | 0.1 | Not recorded | 6a167aa3dbd7150506f80031 |

### EuroLLM-9B (Base)

EuroEval Score: 65. Result ID: 6a16a41ffbc373592c0f9857.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698575d8c97a0b3e3b5d5e8c.md>)

Recorded evaluation configuration: {"Language model":"EuroLLM-9B","Regime":"Baseline"}. This record does not assert independent reproduction.

### aya-3B (Base)

EuroEval Score: 48.4. Result ID: 6a16a41ffbc373592c0f9850.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b399ef0636e5bf4afbc93b.md>)

Recorded evaluation configuration: {"Language model":"aya-3B","Regime":"Baseline"}. This record does not assert independent reproduction.

### EuroLLM-9B (Multilingual All Lang SFT)

EuroEval Score: 8.5. Result ID: 6a16a41ffbc373592c0f985b.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

Recorded evaluation configuration: {"Language model":"EuroLLM-9B","Regime":"Multilingual","Post-training":"SFT","Data Selection":"All Lang"}. This record does not assert independent reproduction.

### aya-3B (Multilingual Max-R SFT)

EuroEval Score: 7.4. Result ID: 6a16a41ffbc373592c0f9855.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Implementation](<https://github.com/jjzha/CroCo>)

Recorded evaluation configuration: {"Language model":"aya-3B","Regime":"Multilingual","Post-training":"SFT","Data Selection":"Max-R"}. This record does not assert independent reproduction.

### EuroLLM-9B (Monolingual In-lang SFT)

EuroEval Score: 5.3. Result ID: 6a16a41ffbc373592c0f9858.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

Recorded evaluation configuration: {"Language model":"EuroLLM-9B","Regime":"Monolingual","Post-training":"SFT","Data Selection":"In-lang"}. This record does not assert independent reproduction.

### aya-3B (Multilingual All Lang SFT)

EuroEval Score: 4.6. Result ID: 6a16a41ffbc373592c0f9854.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

Recorded evaluation configuration: {"Language model":"aya-3B","Regime":"Multilingual","Post-training":"SFT","Data Selection":"All Lang"}. This record does not assert independent reproduction.

### aya-3B (Monolingual Max-R SFT)

EuroEval Score: 4.2. Result ID: 6a16a41ffbc373592c0f9852.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Implementation](<https://github.com/jjzha/CroCo>)

Recorded evaluation configuration: {"Language model":"aya-3B","Regime":"Monolingual","Post-training":"SFT","Data Selection":"Max-R"}. This record does not assert independent reproduction.

### aya-3B (Monolingual In-lang SFT)

EuroEval Score: 4. Result ID: 6a16a41ffbc373592c0f9851.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

Recorded evaluation configuration: {"Language model":"aya-3B","Regime":"Monolingual","Post-training":"SFT","Data Selection":"In-lang"}. This record does not assert independent reproduction.

### EuroLLM-9B (Multilingual Max-R SFT)

EuroEval Score: 1.3. Result ID: 6a16a41ffbc373592c0f985c.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Implementation](<https://github.com/jjzha/CroCo>)

Recorded evaluation configuration: {"Language model":"EuroLLM-9B","Regime":"Multilingual","Post-training":"SFT","Data Selection":"Max-R"}. This record does not assert independent reproduction.

### EuroLLM-9B (Multilingual Paired DPO)

EuroEval Score: 1.1. Result ID: 6a16a41ffbc373592c0f985d.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Implementation](<https://github.com/jjzha/CroCo>)

Recorded evaluation configuration: {"Language model":"EuroLLM-9B","Regime":"Multilingual","Post-training":"DPO","Data Selection":"Paired"}. This record does not assert independent reproduction.

### EuroLLM-9B (Monolingual Paired DPO)

EuroEval Score: 1. Result ID: 6a16a41ffbc373592c0f985a.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Implementation](<https://github.com/jjzha/CroCo>)

Recorded evaluation configuration: {"Language model":"EuroLLM-9B","Regime":"Monolingual","Post-training":"DPO","Data Selection":"Paired"}. This record does not assert independent reproduction.

### aya-3B (Monolingual Paired DPO)

EuroEval Score: 0.1. Result ID: 6a16a41ffbc373592c0f9853.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Implementation](<https://github.com/jjzha/CroCo>)

Recorded evaluation configuration: {"Language model":"aya-3B","Regime":"Monolingual","Post-training":"DPO","Data Selection":"Paired"}. This record does not assert independent reproduction.

### aya-3B (Multilingual Paired DPO)

EuroEval Score: 0.1. Result ID: 6a16a41ffbc373592c0f9856.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Implementation](<https://github.com/jjzha/CroCo>)

Recorded evaluation configuration: {"Language model":"aya-3B","Regime":"Multilingual","Post-training":"DPO","Data Selection":"Paired"}. This record does not assert independent reproduction.

### EuroLLM-9B (Monolingual Max-R SFT)

EuroEval Score: 0.1. Result ID: 6a16a41ffbc373592c0f9859.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167aa3dbd7150506f80031.md>)

[Implementation](<https://github.com/jjzha/CroCo>)

Recorded evaluation configuration: {"Language model":"EuroLLM-9B","Regime":"Monolingual","Post-training":"SFT","Data Selection":"Max-R"}. This record does not assert independent reproduction.

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