List your company
ResearchFormerly WizWand

Binary Classification on IMDB

97AccuracyRole-Aware AI
62.6871.5980.589.41May 16, 2023Nov 12, 2023May 10, 2024Nov 6, 2024May 5, 2025Nov 1, 2025May 1, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Role-Aware AIGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.0597——100
RoBERTa 8KBackbone=polish-roberta-8k, Fine-tuning=true2026.0396.03———
RoBERTa V2Backbone=polish-roberta-large-v2, Fine-tuning=true2026.0394.36———
HerBERTBackbone=herbert-large-cased, Fine-tuning=true2026.0393.55———
CleanBackbone=BERT, Number of triggers=32023.0593.36.53.33—
UORBackbone=BERT, Number of triggers=32023.0593.299.6699.67—
POR-1Backbone=BERT, Number of triggers=32023.0593.0988.6397.33—
UOR-GBackbone=BERT, Number of triggers=32023.0593.0491.6595.7—
LogLikelihoodGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.0593——98
NeuBABackbone=BERT, Number of triggers=32023.0592.9530.632.72—
POR-2Backbone=BERT, Number of triggers=32023.0592.9399.6499.81—
LogRankGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.0592——98
LogRankGenerator Model=GPT-2, Generator Parameters=124 million2026.0591——96
EntropyGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.0591——97
RoBERTaGenerator Model=GPT-2, Generator Parameters=124 million2026.0590——95
Role-Aware AIGenerator Model=GPT-2, Generator Parameters=124 million2026.0586——93
CurvatureGenerator Model=GPT-2, Generator Parameters=124 million2026.0581——89
RoBERTaGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.0581——86
EntropyGenerator Model=GPT-2, Generator Parameters=124 million2026.0574——82
CurvatureGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.0574——79
LogLikelihoodGenerator Model=GPT-2, Generator Parameters=124 million2026.0564——71