# Natural Language Understanding on EuroEval English Source: [Natural Language Understanding on EuroEval English]() Collection index: [llms.txt]() Data updated: 2026-05-27T08:00:27.997Z Evaluation of model performance on the English 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 English | | Metric | EuroEval Score | | Unit | SCALAR | | Direction | Higher 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](): Higher is better; unit: SCALAR. ## Recorded results | Method | EuroEval Score | Result date | Report paper | | --- | --- | --- | --- | | EuroLLM-9B (Base) | 56.8 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Base) | 54.1 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Multilingual All Lang SFT) | 7.9 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Multilingual Max-R SFT) | 7 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Monolingual Max-R SFT) | 6.3 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Multilingual All Lang SFT) | 3.9 | Not recorded | 6a167aa3dbd7150506f80031 | | ICR (8B) | 3.6 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Monolingual In-lang SFT) | 2.8 | Not recorded | 6a167aa3dbd7150506f80031 | | MAPO (13B) | 2.6 | Not recorded | 6a167aa3dbd7150506f80031 | | ICR (8B) | 1 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Monolingual Max-R SFT) | 0.5 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Multilingual Paired DPO) | 0.4 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Monolingual Paired DPO) | 0.4 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Multilingual Paired DPO) | 0.3 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Monolingual Paired DPO) | 0.2 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Multilingual Max-R SFT) | 0.2 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Monolingual In-lang SFT) | 0.1 | Not recorded | 6a167aa3dbd7150506f80031 | | MAPO (13B) | 0 | Not recorded | 6a167aa3dbd7150506f80031 | ### EuroLLM-9B (Base) EuroEval Score: 56.8. Result ID: 6a16a41ffbc373592c0f9879. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language model":"EuroLLM-9B"}. This record does not assert independent reproduction. ### aya-3B (Base) EuroEval Score: 54.1. Result ID: 6a16a41ffbc373592c0f9870. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language model":"aya-3B"}. This record does not assert independent reproduction. ### aya-3B (Multilingual All Lang SFT) EuroEval Score: 7.9. Result ID: 6a16a41ffbc373592c0f9876. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Multilingual","Post-training":"SFT","Data":"All Lang (Dolci SFT)"}. This record does not assert independent reproduction. ### aya-3B (Multilingual Max-R SFT) EuroEval Score: 7. Result ID: 6a16a41ffbc373592c0f9877. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Regime":"Multilingual","Post-training":"SFT","Data":"Max-R"}. This record does not assert independent reproduction. ### aya-3B (Monolingual Max-R SFT) EuroEval Score: 6.3. Result ID: 6a16a41ffbc373592c0f9874. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Regime":"Monolingual","Post-training":"SFT","Data":"Max-R"}. This record does not assert independent reproduction. ### EuroLLM-9B (Multilingual All Lang SFT) EuroEval Score: 3.9. Result ID: 6a16a41ffbc373592c0f987f. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Multilingual","Post-training":"SFT","Data":"All Lang (Dolci SFT)"}. This record does not assert independent reproduction. ### ICR (8B) EuroEval Score: 3.6. Result ID: 6a16a41ffbc373592c0f987a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"8B","Comparison":"EuroLLM-9B"}. This record does not assert independent reproduction. ### aya-3B (Monolingual In-lang SFT) EuroEval Score: 2.8. Result ID: 6a16a41ffbc373592c0f9873. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Monolingual","Post-training":"SFT","Data":"In-lang (Dolci SFT)"}. This record does not assert independent reproduction. ### MAPO (13B) EuroEval Score: 2.6. Result ID: 6a16a41ffbc373592c0f987b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"13B","Comparison":"EuroLLM-9B"}. This record does not assert independent reproduction. ### ICR (8B) EuroEval Score: 1. Result ID: 6a16a41ffbc373592c0f9871. [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: 0.5. Result ID: 6a16a41ffbc373592c0f987d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Regime":"Monolingual","Post-training":"SFT","Data":"Max-R"}. This record does not assert independent reproduction. ### aya-3B (Multilingual Paired DPO) EuroEval Score: 0.4. Result ID: 6a16a41ffbc373592c0f9878. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Regime":"Multilingual","Post-training":"DPO","Data":"Paired"}. This record does not assert independent reproduction. ### EuroLLM-9B (Monolingual Paired DPO) EuroEval Score: 0.4. Result ID: 6a16a41ffbc373592c0f987e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Regime":"Monolingual","Post-training":"DPO","Data":"Paired"}. This record does not assert independent reproduction. ### EuroLLM-9B (Multilingual Paired DPO) EuroEval Score: 0.3. Result ID: 6a16a41ffbc373592c0f9881. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Regime":"Multilingual","Post-training":"DPO","Data":"Paired"}. This record does not assert independent reproduction. ### aya-3B (Monolingual Paired DPO) EuroEval Score: 0.2. Result ID: 6a16a41ffbc373592c0f9875. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Regime":"Monolingual","Post-training":"DPO","Data":"Paired"}. This record does not assert independent reproduction. ### EuroLLM-9B (Multilingual Max-R SFT) EuroEval Score: 0.2. Result ID: 6a16a41ffbc373592c0f9880. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Regime":"Multilingual","Post-training":"SFT","Data":"Max-R"}. This record does not assert independent reproduction. ### EuroLLM-9B (Monolingual In-lang SFT) EuroEval Score: 0.1. Result ID: 6a16a41ffbc373592c0f987c. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Monolingual","Post-training":"SFT","Data":"In-lang (Dolci SFT)"}. This record does not assert independent reproduction. ### MAPO (13B) EuroEval Score: 0. Result ID: 6a16a41ffbc373592c0f9872. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Baseline Model":"MAPO","Parameters":"13B","Comparison":"aya-3B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.