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Text Classification on TweetEVAL (test)

84.17Accuracy (A)ProtoSiTex
19.669236.414653.1669.9054Oct 14, 2025

Evaluation results

MethodLinks
ProtoSiTexCategory=Prototypical Models2025.1084.1784.12
TweetNLPCategory=SOTA for TweetEVAL and IMDB2025.1084.0983.9
BERTweetCategory=SOTA for TweetEVAL and IMDB2025.1083.9583.8
RoBERTa-LargeCategory=Masked-based Models2025.1083.1882.83
Llama3.2-3BCategory=Autoregressive Models2025.1082.6982.38
Llama3.3-70B-instructCategory=Open-source LLMs2025.1081.9882.16
Nomic Embed Text V2Category=Masked-based Models2025.1081.9181.49
GAProtoNetCategory=Prototypical Models2025.1081.8481.85
DeBERTaV3Category=Masked-based Models2025.1081.6381.38
ELECTRACategory=Masked-based Models2025.1081.1480.92
GPT-5-nanoCategory=Closed-source LLMs2025.1080.9281.44
NeoBERTCategory=Masked-based Models2025.1080.8680.59
RoBERTaCategory=Masked-based Models2025.1080.7880.66
Mistral-small-3.2-24BCategory=Open-source LLMs2025.1080.6479.76
BertGCNCategory=Graph-based Text Classification2025.1080.4380.8
Qwen2.5-72B-instructCategory=Open-source LLMs2025.1080.1580.55
Gemini-2.5-flashCategory=Closed-source LLMs2025.1080.0880.26
Deepseek-chat-v3.2Category=Closed-source LLMs2025.1079.9480.3
BERTCategory=Masked-based Models2025.1079.7379.39
DistilBERTCategory=Masked-based Models2025.1079.5979.16
Phi-4-mini-instructCategory=Autoregressive Models2025.1079.2479.05
Qwen3-4BCategory=Autoregressive Models2025.1078.6878.48
ModernBERT-LargeCategory=Masked-based Models2025.1077.7677.33
XLNetCategory=Autoregressive Models2025.1077.277.11
UCLAFCategory=Multi-label Text Classification2025.1076.2876.04
SentiCSECategory=SOTA for TweetEVAL and IMDB2025.1076.0775.68
ALBERTCategory=Masked-based Models2025.1075.5874.98
ProtoTEXCategory=Prototypical Models2025.1075.2875.2
ProSeNetCategory=Prototypical Models2025.1073.2473.54
ModernBERTCategory=Masked-based Models2025.1073.1873.16
ProtoryNetCategory=Prototypical Models2025.1072.972.28
MAGNETCategory=Multi-label Text Classification2025.1072.2770.39
SETFITCategory=SOTA for TweetEVAL and IMDB2025.1070.0971.07
Glove + BiLSTMCategory=Traditional Text Classification2025.1063.3559.75
TextGCNCategory=Graph-based Text Classification2025.1062.1461.36
Label power setCategory=Multi-label Text Classification2025.1060.8960.02
Word2Vec + BiLSTMCategory=Traditional Text Classification2025.1060.8755.79
Binary RelevanceCategory=Multi-label Text Classification2025.1059.9559.11
FastText + BiLSTMCategory=Traditional Text Classification2025.1059.8156.8
Classifier ChainCategory=Multi-label Text Classification2025.1055.5952.86
ML-KNNCategory=Multi-label Text Classification2025.1055.3154.95
ProtoLensCategory=Prototypical Models2025.1050.5951.05
MLTC1Category=Multi-label Text Classification2025.1033.0733.57
Proto-lmCategory=Prototypical Models2025.1022.1539.26