11 июня 2020 г. 13:14
Команда AGI NLP
Ссылка на модель https://github.com/RussianNLP/RussianSuperGLUE/blob/master/TFIDF%20baseline.ipynb
| Датасет | Результат | Метрика |
|---|---|---|
| LiDiRus | -0,004 | Кор, коэффициент Мэтью |
| RCB | 0,395 / 0,288 | F1/Точность |
| PARus | 0,522 | Точность |
| MuSeRC | 0,477 / 0,03 | F1a/Em |
| TERRa | 0,496 | Точность |
| RUSSE | 0,632 | Точность |
| RWSD | 0,66 | Точность |
| DaNetQA | 0,763 | Точность |
| RuCoS | 0,286 / 0,28 | F1/EM |
Baseline for SuperGLUE. tf-idf vectorizer plus linear regression The vectorizer you can download here: https://russiansuperglue.com/tasks/tf_idf
Baseline for SuperGLUE. All information and scripts are available in our repo.
| Категория | Результат |
|---|---|
| LOGIC | -0,0439948022739605 |
| KNOWLEDGE | -0,0152697506968919 |
| PREDICATE-ARGUMENT STRUCTURE | 0,00232932189184149 |
| LEXICAL SEMANTICS | 0,031999521336184 |
| Lexical Semantics - Lexical Entailment | -0,0309205330871067 |
|---|---|
| Lexical Semantics - Morphological Negation | 0,0 |
| Lexical Semantics - Factivity | 0,206724557648681 |
| Lexical Semantics - Symmetry/Collectivity | 0,175411603861406 |
| Lexical Semantics - Redundancy | 0,0 |
| Lexical Semantics - Named Entities | 0,0 |
| Lexical Semantics - Quantifiers | 0,0 |
| Predicate-Argument Structure Core Args | 0,192450089729875 |
| Predicate-Argument Structure Prepositional Phrases | -0,118627545998008 |
| Predicate-Argument Structure Ellipsis/Implicits | 0,0 |
| Predicate-Argument Structure Anaphora/Coreference | 0,0330785077515602 |
| Predicate-Argument Structure Active/Passive | -0,154672056222436 |
| Predicate-Argument Structure Nominalization | 0,0 |
| Predicate-Argument Structure Genitives/Partitives | 0,0 |
| Predicate-Argument Structure Datives | 0,0 |
| Predicate-Argument Structure Relative Clauses | 0,0 |
| Predicate-Argument Structure Coordination Scopes | 0,0 |
| Predicate-Argument Structure Intersectivity | 0,0376521663149937 |
| Predicate-Argument Structure Restrictivity | 0,0 |
| Logic Negation | -0,0365331082900794 |
| Logic Double Negation | 0,0 |
| Logic Interval/Numbers | -0,163098084665869 |
| Logic Conjuction | 0,0 |
| Logic Disjunction | 0,0 |
| Logic Conditionals | -0,203653269990639 |
| Logic Universal | 0,0 |
| Logic Existential | 0,0 |
| Logic Temporal | -0,0105356590206836 |
| Logic Upward Monotone | 0,0296174438879546 |
| Logic Downward Monotone | 0,0 |
| Logic Non-Monotonic | 0,0 |
| Knowledge Common Sense | -0,0632320049394676 |
| Knowledge World Knowledge | -0,0336069007806704 |