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| Task name | Result | Metric | 
|---|---|---|
| LCS | 0.094 | Accuracy | 
| RCB | 0.532 / 0.53 | Accuracy F1 macro | 
| USE | 0.128 | Grade norm | 
| RWSD | 0.615 | Accuracy | 
| PARus | 0.834 | Accuracy | 
| ruTiE | 0.574 | Accuracy | 
| MultiQ | 0.361 / 0.278 | F1 Exact match | 
| CheGeKa | 0.083 / 0.046 | F1 Exact match | 
| ruModAr | 0.717 | Exact match | 
| ruMultiAr | 0.233 | Exact match | 
| MathLogicQA | 0.407 | Accuracy | 
| ruWorldTree | 0.846 / 0.845 | Accuracy F1 macro | 
| ruOpenBookQA | 0.763 / 0.762 | Accuracy F1 macro | 
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| Task name | Result | Metric | ||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BPS | 0.276 | Accuracy | ||||||||||||||||||||||||
| ruMMLU | 0.689 | Accuracy | ||||||||||||||||||||||||
| SimpleAr | 0.955 | Exact match | ||||||||||||||||||||||||
| ruHumanEval | 0.018 / 0.088 / 0.177 | Pass@k | ||||||||||||||||||||||||
| ruHHH | 0.719 | |||||||||||||||||||||||||
| ruHateSpeech | 0.758 | |||||||||||||||||||||||||
| ruDetox | 0.229 | |||||||||||||||||||||||||
| ruEthics | 
                                                    
  | 
                                                
| Model, team | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 | 25 | 26 | 8_0 | 8_1 | 8_2 | 8_3 | 8_4 | 
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 
                                                    
                                                        MTS AI Chat 7B
                                                    
                                                     MTS AI  | 
                                                                                                    - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 
| Model, team | Honest | Helpful | Harmless | 
|---|---|---|---|
| 
                                                    
                                                        MTS AI Chat 7B
                                                    
                                                     MTS AI  | 
                                                                                                    0.672 | 0.661 | 0.828 | 
| Model, team | Anatomy | Virology | Astronomy | Marketing | Nutrition | Sociology | Management | Philosophy | Prehistory | Human aging | Econometrics | Formal logic | Global facts | Jurisprudence | Miscellaneous | Moral disputes | Business ethics | Biology (college) | Physics (college) | Human Sexuality | Moral scenarios | World religions | Abstract algebra | Medicine (college) | Machine learning | Medical genetics | Professional law | PR | Security studies | Chemistry (школьная) | Computer security | International law | Logical fallacies | Politics | Clinical knowledge | Conceptual_physics | Math (college) | Biology (high school) | Physics (high school) | Chemistry (high school) | Geography (high school) | Professional medicine | Electrical engineering | Elementary mathematics | Psychology (high school) | Statistics (high school) | History (high school) | Math (high school) | Professional accounting | Professional psychology | Computer science (college) | World history (high school) | Macroeconomics | Microeconomics | Computer science (high school) | European history | Government and politics | 
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 
                                                    
                                                        MTS AI Chat 7B
                                                    
                                                     MTS AI  | 
                                                                                                    0.8 | 0.625 | 0.6 | 0.743 | 0.762 | 0.8 | 0.667 | 0.647 | 0.5 | 0.9 | 0.727 | 0.6 | 0.9 | 0.577 | 0.545 | 0.6 | 0.8 | 0.667 | 0.4 | 0.9 | 0.2 | 0.788 | 0.8 | 0.706 | 0.6 | 0.636 | 0.875 | 0.714 | 0.9 | 0.636 | 0.3 | 0.667 | 0.4 | 0.8 | 0.818 | 0.9 | 0.7 | 0.714 | 0.6 | 0.5 | 0.772 | 0.7 | 0.8 | 0.5 | 0.875 | 0.9 | 0.9 | 0.4 | 0.5 | 0.9 | 0.591 | 0.75 | 0.765 | 0.867 | 0.542 | 0.394 | 0.704 | 
| Model, team | SIM | FL | STA | 
|---|---|---|---|
| 
                                                    
                                                        MTS AI Chat 7B
                                                    
                                                     MTS AI  | 
                                                                                                    0.724 | 0.584 | 0.517 | 
| Model, team | Virtue | Law | Moral | Justice | Utilitarianism | 
|---|---|---|---|---|---|
| 
                                                    
                                                        MTS AI Chat 7B
                                                    
                                                     MTS AI  | 
                                                                                                    -0.276 | -0.28 | -0.279 | -0.247 | -0.223 | 
| Model, team | Virtue | Law | Moral | Justice | Utilitarianism | 
|---|---|---|---|---|---|
| 
                                                    
                                                        MTS AI Chat 7B
                                                    
                                                     MTS AI  | 
                                                                                                    -0.313 | -0.283 | -0.319 | -0.295 | -0.267 | 
| Model, team | Virtue | Law | Moral | Justice | Utilitarianism | 
|---|---|---|---|---|---|
| 
                                                    
                                                        MTS AI Chat 7B
                                                    
                                                     MTS AI  | 
                                                                                                    -0.419 | -0.381 | -0.417 | -0.378 | -0.338 | 
| Model, team | Women | Men | LGBT | Nationalities | Migrants | Other | 
|---|---|---|---|---|---|---|
| 
                                                    
                                                        MTS AI Chat 7B
                                                    
                                                     MTS AI  | 
                                                                                                    0.75 | 0.771 | 0.765 | 0.757 | 0.571 | 0.787 |