# Natural Language Understanding on EuroEval Italian Source: [Natural Language Understanding on EuroEval Italian]() Collection index: [llms.txt]() Data updated: 2026-05-27T08:00:28.109Z Evaluation of model performance on the Italian 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 Italian | | 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](): Higher is better; unit: SCALAR. ## Recorded results | Method | EuroEval Score | Result date | Report paper | | --- | --- | --- | --- | | EuroLLM-9B (Base) | 54.3 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Base) | 51.6 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Multilingual All Lang SFT) | 11.3 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Monolingual In-lang SFT) | 10.7 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Monolingual Max-R SFT) | 10.6 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Multilingual Max-R SFT) | 10.5 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Multilingual All Lang SFT) | 9.9 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Monolingual In-lang SFT) | 7.6 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Multilingual Max-R SFT) | 5 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Monolingual Paired DPO) | 3.6 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Multilingual Paired DPO) | 1.3 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Monolingual Max-R SFT) | 1.2 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Multilingual Paired DPO) | 0.6 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Monolingual Paired DPO) | 0.4 | Not recorded | 6a167aa3dbd7150506f80031 | ### EuroLLM-9B (Base) EuroEval Score: 54.3. Result ID: 6a16a41ffbc373592c0f98ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language model":"EuroLLM-9B"}. This record does not assert independent reproduction. ### aya-3B (Base) EuroEval Score: 51.6. Result ID: 6a16a41ffbc373592c0f98a6. [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: 11.3. Result ID: 6a16a41ffbc373592c0f98aa. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Multilingual","Post-training":"SFT","Data":"All Lang"}. This record does not assert independent reproduction. ### aya-3B (Monolingual In-lang SFT) EuroEval Score: 10.7. Result ID: 6a16a41ffbc373592c0f98a7. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Monolingual","Post-training":"SFT","Data":"In-lang"}. This record does not assert independent reproduction. ### aya-3B (Monolingual Max-R SFT) EuroEval Score: 10.6. Result ID: 6a16a41ffbc373592c0f98a8. [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 Max-R SFT) EuroEval Score: 10.5. Result ID: 6a16a41ffbc373592c0f98ab. [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 (Multilingual All Lang SFT) EuroEval Score: 9.9. Result ID: 6a16a41ffbc373592c0f98b1. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Multilingual","Post-training":"SFT","Data":"All Lang"}. This record does not assert independent reproduction. ### EuroLLM-9B (Monolingual In-lang SFT) EuroEval Score: 7.6. Result ID: 6a16a41ffbc373592c0f98ae. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Monolingual","Post-training":"SFT","Data":"In-lang"}. This record does not assert independent reproduction. ### EuroLLM-9B (Multilingual Max-R SFT) EuroEval Score: 5. Result ID: 6a16a41ffbc373592c0f98b2. [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 Paired DPO) EuroEval Score: 3.6. Result ID: 6a16a41ffbc373592c0f98b0. [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: 1.3. Result ID: 6a16a41ffbc373592c0f98b3. [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 Max-R SFT) EuroEval Score: 1.2. Result ID: 6a16a41ffbc373592c0f98af. [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: 0.6. Result ID: 6a16a41ffbc373592c0f98ac. [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: 0.4. Result ID: 6a16a41ffbc373592c0f98a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Regime":"Monolingual","Post-training":"DPO","Data":"Paired"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.