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

العربية

Sentiment Analysis On Dynasent

المقاييس

Macro F1

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Macro F1	Paper Title	Repository
GPT-4o + ELECTRA Large FT (Prompt, Label, Examples)	81.53	ELECTRA and GPT-4o: Cost-Effective Partners for Sentiment Analysis
ELECTRA Large Fine-Tuned	76.29	ELECTRA and GPT-4o: Cost-Effective Partners for Sentiment Analysis
GPT-4o-mini + ELECTRA Large FT (Prompt, Label)	77.94	ELECTRA and GPT-4o: Cost-Effective Partners for Sentiment Analysis
GPT-4o + ELECTRA Large FT	77.69	ELECTRA and GPT-4o: Cost-Effective Partners for Sentiment Analysis
ELECTRA Base Fine-Tuned	71.83	ELECTRA and GPT-4o: Cost-Effective Partners for Sentiment Analysis
SVM	-	Arabic Multi-Dialect Segmentation: bi-LSTM-CRF vs. SVM
GPT-4o Fine-Tuned (Minimal)	89	ELECTRA and GPT-4o: Cost-Effective Partners for Sentiment Analysis
GPT-4o-mini + ELECTRA Large FT (Prompt, Label, Probabilities)	79.72	ELECTRA and GPT-4o: Cost-Effective Partners for Sentiment Analysis
GPT-4o-mini + ELECTRA Base FT	76.19	ELECTRA and GPT-4o: Cost-Effective Partners for Sentiment Analysis
GPT-4o-mini Fine-Tuned	86.9	ELECTRA and GPT-4o: Cost-Effective Partners for Sentiment Analysis
GPT-4o (Prompt)	80.22	ELECTRA and GPT-4o: Cost-Effective Partners for Sentiment Analysis
GPT-4o-mini (Prompt)	77.35	ELECTRA and GPT-4o: Cost-Effective Partners for Sentiment Analysis

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