الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Subjectivity Analysis On Subj

المقاييس

Accuracy

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Accuracy	Paper Title	Repository
GRU-RNN-GLOVE	91.85	All-but-the-Top: Simple and Effective Postprocessing for Word Representations
RoBERTa-large 355M + Entailment as Few-shot Learner	97.1	Entailment as Few-Shot Learner
VLAWE	95.0	Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level Representation
BERT-Base + LSTM	96.60	An Empirical Evaluation of Word Embedding Models for Subjectivity Analysis Tasks
STM+TSED+PT+2L	92.34	The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble Learning
Capsule-B	93.8	Investigating Capsule Networks with Dynamic Routing for Text Classification
USE	93.90	Universal Sentence Encoder
Fast Dropout	93.60	-	-
byte mLSTM7	94.7	A La Carte Embedding: Cheap but Effective Induction of Semantic Feature Vectors
RoBERTa+DualCL	97.34	Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation
SWEM-concat	93	Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms
Byte mLSTM	94.60	Learning to Generate Reviews and Discovering Sentiment
AdaSent	95.50	Self-Adaptive Hierarchical Sentence Model
CNN+MCFA	94.80	Translations as Additional Contexts for Sentence Classification
SDAE	90.8	Learning Distributed Representations of Sentences from Unlabelled Data
BERT-Base + CLR + LSTM	97.30	An Empirical Evaluation of Word Embedding Models for Subjectivity Analysis Tasks

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