Binary Classification on IMDB
97AccuracyRole-Aware AI
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Role-Aware AIGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 97 | — | — | 100 | |
| RoBERTa 8KBackbone=polish-roberta-8k, Fine-tuning=true2026.03 | 96.03 | — | — | — | |
| RoBERTa V2Backbone=polish-roberta-large-v2, Fine-tuning=true2026.03 | 94.36 | — | — | — | |
| HerBERTBackbone=herbert-large-cased, Fine-tuning=true2026.03 | 93.55 | — | — | — | |
| CleanBackbone=BERT, Number of triggers=32023.05 | 93.3 | 6.5 | 3.33 | — | |
| UORBackbone=BERT, Number of triggers=32023.05 | 93.2 | 99.66 | 99.67 | — | |
| POR-1Backbone=BERT, Number of triggers=32023.05 | 93.09 | 88.63 | 97.33 | — | |
| UOR-GBackbone=BERT, Number of triggers=32023.05 | 93.04 | 91.65 | 95.7 | — | |
| LogLikelihoodGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 93 | — | — | 98 | |
| NeuBABackbone=BERT, Number of triggers=32023.05 | 92.95 | 30.6 | 32.72 | — | |
| POR-2Backbone=BERT, Number of triggers=32023.05 | 92.93 | 99.64 | 99.81 | — | |
| LogRankGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 92 | — | — | 98 | |
| LogRankGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 91 | — | — | 96 | |
| EntropyGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 91 | — | — | 97 | |
| RoBERTaGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 90 | — | — | 95 | |
| Role-Aware AIGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 86 | — | — | 93 | |
| CurvatureGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 81 | — | — | 89 | |
| RoBERTaGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 81 | — | — | 86 | |
| EntropyGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 74 | — | — | 82 | |
| CurvatureGenerator Model=LLaMA-3-Instruct, Generator Parameters=3 billion2026.05 | 74 | — | — | 79 | |
| LogLikelihoodGenerator Model=GPT-2, Generator Parameters=124 million2026.05 | 64 | — | — | 71 |