Submission Saiga 13B LoRA

July 14, 2023, 7:01 p.m.

Team: Saiga team

Model url: https://huggingface.co/IlyaGusev/saiga_13b_lora


Total score: 0.712

Dataset Score Metric
LiDiRus 0.436 Matthew`s Corr
RCB 0.439 / 0.5 F1/Acc
PARus 0.694 Accuracy
MuSeRC 0.898 / 0.704 F1a/Em
TERRa 0.865 Accuracy
RUSSE 0.728 Accuracy
RWSD 0.714 Accuracy
DaNetQA 0.862 Accuracy
RuCoS 0.85 / 0.83 F1/EM
Model description:

LLaMA-13B tuned on a mixture of Russian datasets. Additionally, we tuned LoRA on all tasks simultaneously, and one more adapter for RWSD/RUSSE/RuCoS. See: https://github.com/IlyaGusev/rulm/tree/master/self_instruct


Parameter description:

See: https://github.com/IlyaGusev/rulm/tree/master/self_instruct

Diagnostic (Matthew`s Correlation): 0.436

Category Score
LOGIC 0.4152763176374242
KNOWLEDGE 0.3771107822764328
PREDICATE-ARGUMENT STRUCTURE 0.44137698015355864
LEXICAL SEMANTICS 0.5192475430833731
Lexical Semantics - Lexical Entailment 0.514443402768482
Lexical Semantics - Morphological Negation 0.3880141219409875
Lexical Semantics - Factivity 0.28426762180748055
Lexical Semantics - Symmetry/Collectivity 0.7302967433402214
Lexical Semantics - Redundancy 0.6922186552431729
Lexical Semantics - Named Entities 0.612056372482123
Lexical Semantics - Quantifiers 0.4113063728303113
Predicate-Argument Structure Core Args 0.6155101914869567
Predicate-Argument Structure Prepositional Phrases 0.4454180314547771
Predicate-Argument Structure Ellipsis/Implicits 0.4992872412627317
Predicate-Argument Structure Anaphora/Coreference 0.27941176470588236
Predicate-Argument Structure Active/Passive 0.5331139899831832
Predicate-Argument Structure Nominalization 0.651187825474021
Predicate-Argument Structure Genitives/Partitives 0.375
Predicate-Argument Structure Datives 0.49099025303098287
Predicate-Argument Structure Relative Clauses 0.4666666666666667
Predicate-Argument Structure Coordination Scopes 0.366007208697342
Predicate-Argument Structure Intersectivity 0.3107299650387684
Predicate-Argument Structure Restrictivity 0.3619613829965134
Logic Negation 0.48227978168037317
Logic Double Negation 0.420084025208403
Logic Interval/Numbers 0.40250218775298874
Logic Conjuction 0.39440531887330776
Logic Disjunction 0.592220092263982
Logic Conditionals 0.5039526306789696
Logic Universal 0.4332001127219817
Logic Existential 0.38981938376529196
Logic Temporal 0.15289415743128767
Logic Upward Monotone 0.4083133966424866
Logic Downward Monotone 0.22171945701357465
Logic Non-Monotonic 0.45044261646145084
Knowledge Common Sense 0.32052793402378565
Knowledge World Knowledge 0.4379610999329309

Performance:

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