# Natural Language Understanding on EuroEval German Source: [Natural Language Understanding on EuroEval German]() Collection index: [llms.txt]() Data updated: 2026-05-27T08:00:27.970Z Evaluation of model performance on the EuroEval benchmark suite specifically for German language tasks, 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 German | | Metric | EuroEval Score | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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](): Lower is better; unit: SCALAR. ## Recorded results | Method | EuroEval Score | Result date | Report paper | | --- | --- | --- | --- | | aya-3B (Monolingual Paired DPO) | 0.1 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Multilingual Paired DPO) | 0.1 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Monolingual In-lang SFT) | 0.4 | Not recorded | 6a167aa3dbd7150506f80031 | | MAPO (13B) | 0.7 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Multilingual Max-R SFT) | 0.9 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Monolingual Paired DPO) | 1 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Multilingual Paired DPO) | 1.2 | Not recorded | 6a167aa3dbd7150506f80031 | | ICR (8B) | 1.7 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Monolingual Max-R SFT) | 2 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Multilingual All Lang SFT) | 3.8 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Monolingual In-lang SFT) | 4.2 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Monolingual Max-R SFT) | 5.7 | Not recorded | 6a167aa3dbd7150506f80031 | | MAPO (13B) | 5.7 | Not recorded | 6a167aa3dbd7150506f80031 | | ICR (8B) | 6.7 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Multilingual All Lang SFT) | 6.9 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Multilingual Max-R SFT) | 7.6 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Base) | 42.4 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Base) | 47.4 | Not recorded | 6a167aa3dbd7150506f80031 | ### aya-3B (Monolingual Paired DPO) EuroEval Score: 0.1. Result ID: 6a16a41ffbc373592c0f9863. [Reporting paper]() [Method origin paper]() [Implementation]() 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: 6a16a41ffbc373592c0f9866. [Reporting paper]() [Method origin paper]() [Implementation]() 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 In-lang SFT) EuroEval Score: 0.4. Result ID: 6a16a41ffbc373592c0f986a. [Reporting paper]() Recorded evaluation configuration: {"Language model":"EuroLLM-9B","Regime":"Monolingual","Post-training":"SFT","Data Selection":"In-lang"}. This record does not assert independent reproduction. ### MAPO (13B) EuroEval Score: 0.7. Result ID: 6a16a41ffbc373592c0f9860. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Baseline Model":"MAPO","Parameters":"13B","Comparison":"aya-3B"}. This record does not assert independent reproduction. ### EuroLLM-9B (Multilingual Max-R SFT) EuroEval Score: 0.9. Result ID: 6a16a41ffbc373592c0f986e. [Reporting paper]() [Method origin paper]() [Implementation]() 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 (Monolingual Paired DPO) EuroEval Score: 1. Result ID: 6a16a41ffbc373592c0f986c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Language model":"EuroLLM-9B","Regime":"Monolingual","Post-training":"DPO","Data Selection":"Paired"}. This record does not assert independent reproduction. ### EuroLLM-9B (Multilingual Paired DPO) EuroEval Score: 1.2. Result ID: 6a16a41ffbc373592c0f986f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Language model":"EuroLLM-9B","Regime":"Multilingual","Post-training":"DPO","Data Selection":"Paired"}. This record does not assert independent reproduction. ### ICR (8B) EuroEval Score: 1.7. Result ID: 6a16a41ffbc373592c0f985f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Baseline Model":"ICR","Parameters":"8B","Comparison":"aya-3B"}. This record does not assert independent reproduction. ### EuroLLM-9B (Monolingual Max-R SFT) EuroEval Score: 2. Result ID: 6a16a41ffbc373592c0f986b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Language model":"EuroLLM-9B","Regime":"Monolingual","Post-training":"SFT","Data Selection":"Max-R"}. This record does not assert independent reproduction. ### EuroLLM-9B (Multilingual All Lang SFT) EuroEval Score: 3.8. Result ID: 6a16a41ffbc373592c0f986d. [Reporting paper]() 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 (Monolingual In-lang SFT) EuroEval Score: 4.2. Result ID: 6a16a41ffbc373592c0f9861. [Reporting paper]() Recorded evaluation configuration: {"Language model":"aya-3B","Regime":"Monolingual","Post-training":"SFT","Data Selection":"In-lang"}. This record does not assert independent reproduction. ### aya-3B (Monolingual Max-R SFT) EuroEval Score: 5.7. Result ID: 6a16a41ffbc373592c0f9862. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Language model":"aya-3B","Regime":"Monolingual","Post-training":"SFT","Data Selection":"Max-R"}. This record does not assert independent reproduction. ### MAPO (13B) EuroEval Score: 5.7. Result ID: 6a16a41ffbc373592c0f9869. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Baseline Model":"MAPO","Parameters":"13B","Comparison":"EuroLLM-9B"}. This record does not assert independent reproduction. ### ICR (8B) EuroEval Score: 6.7. Result ID: 6a16a41ffbc373592c0f9868. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Baseline Model":"ICR","Parameters":"8B","Comparison":"EuroLLM-9B"}. This record does not assert independent reproduction. ### aya-3B (Multilingual All Lang SFT) EuroEval Score: 6.9. Result ID: 6a16a41ffbc373592c0f9864. [Reporting paper]() 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 (Multilingual Max-R SFT) EuroEval Score: 7.6. Result ID: 6a16a41ffbc373592c0f9865. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Language model":"aya-3B","Regime":"Multilingual","Post-training":"SFT","Data Selection":"Max-R"}. This record does not assert independent reproduction. ### aya-3B (Base) EuroEval Score: 42.4. Result ID: 6a16a41ffbc373592c0f985e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language model":"aya-3B","Regime":"Baseline"}. This record does not assert independent reproduction. ### EuroLLM-9B (Base) EuroEval Score: 47.4. Result ID: 6a16a41ffbc373592c0f9867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language model":"EuroLLM-9B","Regime":"Baseline"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.