| 1 | Polish RoBERTa-v2 (large) | Polish RoBERTa scripts | 88.9 | 95.8 | 94.3 | 95.1 | 74.3 | 93.1 | 84.0 | 75.4 | 98.8 | 89.2 | 
                        
                        
                            | 2 | HerBERT (large) | None | 88.4 | 96.4 | 94.1 | 94.9 | 72.0 | 92.2 | 81.8 | 75.8 | 98.9 | 89.1 | 
                        
                        
                            | 3 | XLM-RoBERTa (large) + NKJP | Polish RoBERTa scripts | 87.8 | 94.2 | 94.2 | 94.5 | 72.4 | 93.1 | 77.9 | 77.5 | 98.6 | 88.2 | 
                        
                        
                            | 4 | Polish RoBERTa (large) | Polish RoBERTa scripts | 87.8 | 94.5 | 93.3 | 94.9 | 71.1 | 92.8 | 82.4 | 73.4 | 98.8 | 88.8 | 
                        
                        
                            | 5 | XLM-RoBERTa (large) | Polish RoBERTa scripts | 87.5 | 94.1 | 94.4 | 94.7 | 70.6 | 92.4 | 81.0 | 72.8 | 98.9 | 88.4 | 
                        
                        
                            | 6 | Polish RoBERTa-v2 (base) | Polish RoBERTa scripts | 86.8 | 94.3 | 94.2 | 94.7 | 70.2 | 90.9 | 78.5 | 71.5 | 98.8 | 87.7 | 
                        
                        
                            | 7 | XLM-RoBERTa (large) | FT2 | 86.6 | 94.6 | 94.4 | 94.7 | 67.9 | 90.4 | 79.8 | 71.6 | 98.2 | 87.5 | 
                        
                        
                            | 8 | HerBERT (base) | None | 86.3 | 94.5 | 94.5 | 94.0 | 67.4 | 90.9 | 80.4 | 68.1 | 98.9 | 87.7 | 
                        
                        
                            | 9 | TrelBERT | Polish RoBERTa scripts (adapted to transformers library) | 86.1 | 94.4 | 93.9 | 93.6 | 76.1 | 89.3 | 78.1 | 67.4 | 95.7 | 86.1 | 
                        
                        
                            | 10 | Polish RoBERTa (base) | Polish RoBERTa scripts | 85.3 | 93.9 | 94.2 | 94.0 | 66.7 | 90.6 | 76.3 | 65.9 | 98.8 | 87.8 | 
                        
                        
                            | 11 | XLM-RoBERTa (large) | v0.1.0 | 84.7 | 94.6 | 94.4 | 94.7 | 50.7 | 90.4 | 79.8 | 71.6 | 98.2 | 87.5 | 
                        
                        
                            | 12 | HerBERT (base) | SimCSE SNLI + MLM | 84.5 | 94.6 | 94.8 | 94.2 | 58.6 | 88.8 | 74.9 | 69.8 | 98.5 | 86.8 | 
                        
                        
                            | 13 | PoLitBert_v32k_linear_50k | Polish RoBERTa scripts | 83.5 | 92.3 | 91.5 | 92.2 | 64.0 | 89.8 | 76.1 | 60.2 | 97.9 | 87.6 | 
                        
                        
                            | 14 | PoLitBert_v32k_tri_125k | Polish RoBERTa scripts | 83.2 | 93.6 | 91.7 | 91.8 | 62.4 | 90.3 | 75.7 | 59.0 | 97.4 | 87.2 | 
                        
                        
                            | 15 | PoLitBert_v32k_tri_50k | Polish RoBERTa scripts | 82.5 | 93.9 | 91.7 | 92.1 | 57.6 | 88.8 | 77.9 | 56.6 | 96.5 | 87.7 | 
                        
                        
                            | 16 | PoLitBert_v32k_linear_125k | Polish RoBERTa scripts | 82.4 | 94.0 | 91.3 | 91.8 | 61.1 | 90.4 | 78.1 | 50.8 | 95.8 | 88.2 | 
                        
                        
                            | 17 | Sup-SimCSE SNLI XLM-R (base) | SimCSE SNLI | 81.7 | 92.1 | 93.6 | 93.1 | 53.3 | 88.2 | 78.5 | 54.4 | 97.0 | 85.4 | 
                        
                        
                            | 18 | Polbert (cased) | v0.1.0 | 81.7 | 93.6 | 93.4 | 93.8 | 52.7 | 87.4 | 71.1 | 59.1 | 98.6 | 85.2 | 
                        
                        
                            | 19 | XLM-RoBERTa (base) | v0.1.0 | 81.5 | 92.1 | 94.1 | 93.3 | 51.0 | 89.5 | 74.7 | 55.8 | 98.2 | 85.2 | 
                        
                        
                            | 20 | Polbert (uncased) | v0.1.0 | 81.4 | 90.1 | 93.9 | 93.5 | 55.0 | 88.1 | 68.8 | 59.4 | 98.8 | 85.4 | 
                        
                        
                            | 21 | ptaszor |  | 81.4 | 93.2 | 92.8 | 91.6 | 51.9 | 87.3 | 74.7 | 61.1 | 93.7 | 85.9 | 
                        
                        
                            | 22 | HerBERT - KLEJ | v0.1.0 | 80.5 | 92.7 | 92.5 | 91.9 | 50.3 | 89.2 | 76.3 | 52.1 | 95.3 | 84.5 | 
                        
                        
                            | 23 | XLM-17 | v0.1.0 | 80.2 | 91.9 | 93.7 | 92.0 | 44.8 | 86.3 | 70.6 | 61.8 | 96.3 | 84.5 | 
                        
                        
                            | 24 | XLM-100 | v0.1.0 | 79.9 | 91.6 | 93.7 | 91.8 | 42.5 | 85.6 | 69.8 | 63.0 | 96.8 | 84.2 | 
                        
                        
                            | 25 | Slavic BERT | v0.1.0 | 79.8 | 93.3 | 93.7 | 93.3 | 43.1 | 87.1 | 67.6 | 57.4 | 98.3 | 84.3 | 
                        
                        
                            | 26 | Multilingual BERT (cased) | v0.1.0 | 79.5 | 91.4 | 93.8 | 92.9 | 40.0 | 85.0 | 66.6 | 64.2 | 97.9 | 83.3 | 
                        
                        
                            | 27 | Multilingual BERT + Polish SQuAD1.1 | v0.1.0 | 79.4 | 91.4 | 93.5 | 92.8 | 46.1 | 83.1 | 64.0 | 62.3 | 97.9 | 83.2 | 
                        
                        
                            | 28 | Multilingual BERT + Polish SQuAD2.0 | v0.1.0 | 77.0 | 91.1 | 92.7 | 91.9 | 36.9 | 83.5 | 56.1 | 60.1 | 97.6 | 83.0 | 
                        
                        
                            | 29 | ELMo | jiant | 76.7 | 93.4 | 89.3 | 91.1 | 47.9 | 87.4 | 70.6 | 30.9 | 93.7 | 86.2 | 
                        
                        
                            | 30 | PolBERTa | v0.1.0 | 73.0 | 87.8 | 91.2 | 87.9 | 41.9 | 82.5 | 65.0 | 34.3 | 84.5 | 82.0 | 
                        
                        
                            | 31 | Sample Submission | None | 28.5 | 20.3 | 59.2 | 1.4 | 11.2 | 27.4 | 30.2 | 18.9 | 30.4 | 57.2 | 
                        
                        
                            | 32 | ter | e | 28.5 | 20.3 | 59.2 | 1.4 | 11.2 | 27.4 | 30.2 | 18.9 | 30.4 | 57.2 |