# Natural Language Understanding on EuroEval French Source: [Natural Language Understanding on EuroEval French]() Collection index: [llms.txt]() Data updated: 2026-05-27T08:00:28.070Z Evaluation of model performance on the French 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 French | | 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) | 52.2 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Base) | 45.9 | Not recorded | 6a167aa3dbd7150506f80031 | | ICR (8B) | 9.9 | Not recorded | 6a167aa3dbd7150506f80031 | | MAPO (13B) | 7.4 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Multilingual All Lang SFT) | 7.2 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Multilingual Max-R SFT) | 7.2 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Monolingual Max-R SFT) | 6.8 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Multilingual All Lang SFT) | 6.6 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Monolingual In-lang SFT) | 5.2 | Not recorded | 6a167aa3dbd7150506f80031 | | ICR (8B) | 3.6 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Multilingual Max-R SFT) | 2.7 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Monolingual In-lang SFT) | 2 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Monolingual Max-R SFT) | 1.3 | Not recorded | 6a167aa3dbd7150506f80031 | | MAPO (13B) | 1.1 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Multilingual Paired DPO) | 0.8 | Not recorded | 6a167aa3dbd7150506f80031 | | EuroLLM-9B (Monolingual Paired DPO) | 0.6 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Multilingual Paired DPO) | 0.3 | Not recorded | 6a167aa3dbd7150506f80031 | | aya-3B (Monolingual Paired DPO) | 0.1 | Not recorded | 6a167aa3dbd7150506f80031 | ### EuroLLM-9B (Base) EuroEval Score: 52.2. Result ID: 6a16a41ffbc373592c0f989d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language model":"EuroLLM-9B"}. This record does not assert independent reproduction. ### aya-3B (Base) EuroEval Score: 45.9. Result ID: 6a16a41ffbc373592c0f9894. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language model":"aya-3B"}. This record does not assert independent reproduction. ### ICR (8B) EuroEval Score: 9.9. Result ID: 6a16a41ffbc373592c0f989e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"8B","Comparison":"EuroLLM-9B"}. This record does not assert independent reproduction. ### MAPO (13B) EuroEval Score: 7.4. Result ID: 6a16a41ffbc373592c0f989f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"13B","Comparison":"EuroLLM-9B"}. This record does not assert independent reproduction. ### aya-3B (Multilingual All Lang SFT) EuroEval Score: 7.2. Result ID: 6a16a41ffbc373592c0f989a. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Multilingual","Post-training":"SFT","Data":"All Lang"}. This record does not assert independent reproduction. ### aya-3B (Multilingual Max-R SFT) EuroEval Score: 7.2. Result ID: 6a16a41ffbc373592c0f989b. [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: 6.8. Result ID: 6a16a41ffbc373592c0f9898. [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: 6.6. Result ID: 6a16a41ffbc373592c0f98a3. [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: 5.2. Result ID: 6a16a41ffbc373592c0f9897. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Monolingual","Post-training":"SFT","Data":"In-lang"}. This record does not assert independent reproduction. ### ICR (8B) EuroEval Score: 3.6. Result ID: 6a16a41ffbc373592c0f9895. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"8B","Comparison":"aya-3B"}. This record does not assert independent reproduction. ### EuroLLM-9B (Multilingual Max-R SFT) EuroEval Score: 2.7. Result ID: 6a16a41ffbc373592c0f98a4. [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: 2. Result ID: 6a16a41ffbc373592c0f98a0. [Reporting paper]() Recorded evaluation configuration: {"Regime":"Monolingual","Post-training":"SFT","Data":"In-lang"}. This record does not assert independent reproduction. ### EuroLLM-9B (Monolingual Max-R SFT) EuroEval Score: 1.3. Result ID: 6a16a41ffbc373592c0f98a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Regime":"Monolingual","Post-training":"SFT","Data":"Max-R"}. This record does not assert independent reproduction. ### MAPO (13B) EuroEval Score: 1.1. Result ID: 6a16a41ffbc373592c0f9896. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"13B","Comparison":"aya-3B"}. This record does not assert independent reproduction. ### EuroLLM-9B (Multilingual Paired DPO) EuroEval Score: 0.8. Result ID: 6a16a41ffbc373592c0f98a5. [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: 0.6. Result ID: 6a16a41ffbc373592c0f98a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Regime":"Monolingual","Post-training":"DPO","Data":"Paired"}. This record does not assert independent reproduction. ### aya-3B (Multilingual Paired DPO) EuroEval Score: 0.3. Result ID: 6a16a41ffbc373592c0f989c. [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: 0.1. Result ID: 6a16a41ffbc373592c0f9899. [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.