| Dataset | Score | Metric |
|---|---|---|
| LiDiRus | 0.267 | Matthew`s Corr |
| RCB | 0.423 / 0.461 | F1/Acc |
| PARus | 0.636 | Accuracy |
| MuSeRC | 0.808 / 0.475 | F1a/Em |
| TERRa | 0.736 | Accuracy |
| RUSSE | 0.707 | Accuracy |
| RWSD | 0.669 | Accuracy |
| DaNetQA | 0.769 | Accuracy |
| RuCoS | 0.85 / 0.847 | F1/EM |
Russian T5-base model. 220 million parameters, trained on 300G texts of different domains.
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| Category | Score |
|---|---|
| LOGIC | 0.15622738039722758 |
| KNOWLEDGE | 0.21448722544758325 |
| PREDICATE-ARGUMENT STRUCTURE | 0.32003228881838025 |
| LEXICAL SEMANTICS | 0.31403620034011387 |
| Lexical Semantics - Lexical Entailment | 0.14169809491720062 |
|---|---|
| Lexical Semantics - Morphological Negation | 0.3003124875651863 |
| Lexical Semantics - Factivity | 0.4486515850484713 |
| Lexical Semantics - Symmetry/Collectivity | -0.03227486121839514 |
| Lexical Semantics - Redundancy | 0.3448281541042982 |
| Lexical Semantics - Named Entities | 0.3333333333333333 |
| Lexical Semantics - Quantifiers | 0.20730678680184425 |
| Predicate-Argument Structure Core Args | 0.29514591494904874 |
| Predicate-Argument Structure Prepositional Phrases | 0.593992399790426 |
| Predicate-Argument Structure Ellipsis/Implicits | 0.3263956049169334 |
| Predicate-Argument Structure Anaphora/Coreference | 0.20833333333333334 |
| Predicate-Argument Structure Active/Passive | 0.2135744251723958 |
| Predicate-Argument Structure Nominalization | 0.023570226039551584 |
| Predicate-Argument Structure Genitives/Partitives | 0.4900980294098034 |
| Predicate-Argument Structure Datives | 0.5238095238095238 |
| Predicate-Argument Structure Relative Clauses | 0.4472135954999579 |
| Predicate-Argument Structure Coordination Scopes | 0.20001902768532515 |
| Predicate-Argument Structure Intersectivity | 0.23234812346321748 |
| Predicate-Argument Structure Restrictivity | 0.24331548436407657 |
| Logic Negation | -0.0391953200678408 |
| Logic Double Negation | 0.06364909472854591 |
| Logic Interval/Numbers | 0.015982110049512804 |
| Logic Conjuction | 0.4601321676666517 |
| Logic Disjunction | 0.1191759143062248 |
| Logic Conditionals | 0.1111111111111111 |
| Logic Universal | 0.2987012987012987 |
| Logic Existential | 0.38981938376529196 |
| Logic Temporal | -0.15244937348544793 |
| Logic Upward Monotone | 0.44353708548308607 |
| Logic Downward Monotone | -0.10984700727621793 |
| Logic Non-Monotonic | -0.03217447260438935 |
| Knowledge Common Sense | 0.17471452631765566 |
| Knowledge World Knowledge | 0.23308947827422227 |
| Dataset | Speed | RAM |
|---|---|---|
| LiDiRus | - | - |
| RCB | - | - |
| PARus | - | - |
| MuSeRC | - | - |
| TERRa | - | - |
| RUSSE | - | - |
| RWSD | - | - |
| DaNetQA | - | - |
| RuCoS | - | - |