Multi-label Text Classification on Hotel Reviews (HR) (test)
87.23F-MeasureRoBERTa-Large
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RoBERTa-LargeCategory=Masked-based Models2025.10 | 87.23 | 84.59 | 12.04 | |
| ProtoSiTexCategory=Prototypical Models2025.10 | 87.22 | 83.68 | 12.35 | |
| XLNetCategory=Autoregressive Models2025.10 | 86.95 | 83.51 | 13.25 | |
| ELECTRACategory=Masked-based Models2025.10 | 86.78 | 81.16 | 13.56 | |
| ModernBERT-LargeCategory=Masked-based Models2025.10 | 86.76 | 82.36 | 13.37 | |
| BertGCNCategory=Graph-based Text Classification2025.10 | 86.55 | 74.56 | 16.12 | |
| RoBERTaCategory=Masked-based Models2025.10 | 86.47 | 83.41 | 12.77 | |
| NeoBERTCategory=Masked-based Models2025.10 | 86.26 | 82.79 | 12.92 | |
| DeBERTaV3Category=Masked-based Models2025.10 | 86.24 | 80.09 | 13.85 | |
| BERTCategory=Masked-based Models2025.10 | 86.16 | 82.01 | 12.53 | |
| ModernBERTCategory=Masked-based Models2025.10 | 85.6 | 83.21 | 14.11 | |
| DistilBERTCategory=Masked-based Models2025.10 | 84.96 | 81.14 | 14.11 | |
| Llama3.2-3BCategory=Autoregressive Models2025.10 | 84.14 | 80.37 | 15.02 | |
| ALBERTCategory=Masked-based Models2025.10 | 83.73 | 77.54 | 14.77 | |
| Nomic Embed Text V2Category=Masked-based Models2025.10 | 83.06 | 77.41 | 15.06 | |
| Qwen3-4BCategory=Autoregressive Models2025.10 | 81.34 | 76.54 | 18.07 | |
| TweetNLPCategory=SOTA for TweetEVAL and IMDB2025.10 | 80.44 | 76.28 | 17.89 | |
| Phi-4-mini-instructCategory=Autoregressive Models2025.10 | 80.31 | 75.2 | 18.7 | |
| BERTweetCategory=SOTA for TweetEVAL and IMDB2025.10 | 80.1 | 76.94 | 18.01 | |
| TextGCNCategory=Graph-based Text Classification2025.10 | 78.37 | 64.07 | 22.88 | |
| Gemini-2.5-flashCategory=Closed-source LLMs2025.10 | 78.35 | 74.95 | 20.56 | |
| ProtoTEXCategory=Prototypical Models2025.10 | 77.24 | 38.1 | 24.6 | |
| MAGNETCategory=Multi-label Text Classification2025.10 | 76.42 | 56.01 | 27.47 | |
| GPT-5-nanoCategory=Closed-source LLMs2025.10 | 76.33 | 73.49 | 21.5 | |
| MLTC1Category=Multi-label Text Classification2025.10 | 74.43 | 51.15 | 36.62 | |
| ProSeNetCategory=Prototypical Models2025.10 | 74.31 | 50 | 38.42 | |
| ProtoLensCategory=Prototypical Models2025.10 | 74.31 | 50 | 38.42 | |
| UCLAFCategory=Multi-label Text Classification2025.10 | 73.3 | 61.99 | 23.41 | |
| Label power setCategory=Multi-label Text Classification2025.10 | 72.79 | 62.9 | 28.05 | |
| GAProtoNetCategory=Prototypical Models2025.10 | 72.31 | 48.13 | 23.6 | |
| SETFITCategory=SOTA for TweetEVAL and IMDB2025.10 | 72.23 | 70.55 | 18.01 | |
| Deepseek-chat-v3.2Category=Closed-source LLMs2025.10 | 72.11 | 73.37 | 23.96 | |
| ML-KNNCategory=Multi-label Text Classification2025.10 | 72.09 | 60.65 | 28.14 | |
| Binary RelevanceCategory=Multi-label Text Classification2025.10 | 70.81 | 66.94 | 31.59 | |
| Classifier ChainCategory=Multi-label Text Classification2025.10 | 70.66 | 66.83 | 31.78 | |
| SentiCSECategory=SOTA for TweetEVAL and IMDB2025.10 | 69.22 | 66.92 | 22.46 | |
| Llama3.3-70B-instructCategory=Open-source LLMs2025.10 | 65.16 | 63.38 | 33.19 | |
| Glove + BiLSTMCategory=Traditional Text Classification2025.10 | 64.74 | 62.36 | 23.04 | |
| ProtoryNetCategory=Prototypical Models2025.10 | 62.57 | 50 | 28.77 | |
| Proto-lmCategory=Prototypical Models2025.10 | 62.44 | 49.88 | 28.94 | |
| Word2Vec + BiLSTMCategory=Traditional Text Classification2025.10 | 61.72 | 58.15 | 26.47 | |
| Qwen2.5-72B-instructCategory=Open-source LLMs2025.10 | 61.44 | 66.76 | 31.78 | |
| FastText + BiLSTMCategory=Traditional Text Classification2025.10 | 61.32 | 58.9 | 27.2 | |
| Mistral-small-3.2-24BCategory=Open-source LLMs2025.10 | 61.03 | 65.77 | 32.48 |