Submission ruBert-base finetune

June 23, 2021, 11:22 a.m.

Team: SberDevices

Model url: https://huggingface.co/sberbank-ai/ruBert-base


Total score: 0.578

Dataset Score Metric
LiDiRus 0.224 Matthew`s Corr
RCB 0.333 / 0.509 F1/Acc
PARus 0.476 Accuracy
MuSeRC 0.742 / 0.399 F1a/Em
TERRa 0.703 Accuracy
RUSSE 0.706 Accuracy
RWSD 0.669 Accuracy
DaNetQA 0.712 Accuracy
RuCoS 0.74 / 0.716 F1/EM
Model description:

Russian BERT-base model by sberdevice team. 178 million parameters


Parameter description:

-

Diagnostic (Matthew`s Correlation): 0.224

Category Score
LOGIC 0.18476478354942552
KNOWLEDGE 0.3023234579421925
PREDICATE-ARGUMENT STRUCTURE 0.2312485376166611
LEXICAL SEMANTICS 0.16505967264044785
Lexical Semantics - Lexical Entailment -0.06836290976917324
Lexical Semantics - Morphological Negation -0.18712029714127992
Lexical Semantics - Factivity 0.3450327796711771
Lexical Semantics - Symmetry/Collectivity -0.05
Lexical Semantics - Redundancy 0.6756639246921762
Lexical Semantics - Named Entities 0.1690308509457033
Lexical Semantics - Quantifiers 0.307735338091128
Predicate-Argument Structure Core Args 0.23195672348226393
Predicate-Argument Structure Prepositional Phrases 0.2767681202560477
Predicate-Argument Structure Ellipsis/Implicits 0.39148014634313566
Predicate-Argument Structure Anaphora/Coreference -0.004901960784313725
Predicate-Argument Structure Active/Passive 0.2135744251723958
Predicate-Argument Structure Nominalization -0.20672455764868078
Predicate-Argument Structure Genitives/Partitives 0.0625
Predicate-Argument Structure Datives 0.629940788348712
Predicate-Argument Structure Relative Clauses 0.29277002188455997
Predicate-Argument Structure Coordination Scopes 0.42365927286816174
Predicate-Argument Structure Intersectivity 0.19113767193576686
Predicate-Argument Structure Restrictivity 0.3967460238079361
Logic Negation 0.242488506275402
Logic Double Negation -0.1556997888323046
Logic Interval/Numbers 0.026393586082163197
Logic Conjuction 0.3892494720807615
Logic Disjunction 0.2849696992113355
Logic Conditionals 0.3578300267477955
Logic Universal 0.4332001127219817
Logic Existential 0.31868131868131866
Logic Temporal -0.030303030303030304
Logic Upward Monotone 0.36893922595746137
Logic Downward Monotone -0.1721600753908879
Logic Non-Monotonic 0.05572782125753529
Knowledge Common Sense 0.2757905068148632
Knowledge World Knowledge 0.3031586813156664

Performance:

Dataset Speed RAM
LiDiRus - -
RCB - -
PARus - -
MuSeRC - -
TERRa - -
RUSSE - -
RWSD - -
DaNetQA - -
RuCoS - -