Sentiment Prediction

Benchmarks

Dataset Name	SOTA Method	Metric
Parent data segment-level (5-fold cross-validation)	CoCo-LoRA	AUC95.3	32	1mo ago
IMDB (test)	Rollout over layers	HS-MSE0.014	20	3mo ago
TweetEval (IID)	FairFed	Accuracy53.1	8	1mo ago
New Tweet Dataset 1.0 (test)	DeepMoji	Agreement0.824	4	3mo ago
Goodreads Book Reviews Scenario 6 MEDIAN	SSAS	Net Consumption (ALL)4	1	1mo ago
Google Business Reviews Scenario 6 MEDIAN	SSAS	Net Consumption (ALL)1.5	1	1mo ago
Amazon Product Reviews Scenario 6 MEDIAN	SSAS	Net Consumption (ALL)3.2	1	1mo ago
Goodreads Book Reviews Scenario 5 LOW	SSAS	Total Improvement (w/o Irrelevant)0	1	1mo ago
Google Business Reviews Scenario 5 LOW	SSAS	Net Consumption (ALL)1.5	1	1mo ago
Amazon Product Reviews Scenario 5 LOW	SSAS	Net Consumption (ALL)4.5	1	1mo ago
Goodreads Book Reviews Scenario 3 HIGH	SSAS	Net Consumption (ALL)1.9	1	1mo ago
Google Business Reviews Scenario 3 HIGH	SSAS	Net Consumption (ALL)2.5	1	1mo ago
Amazon Product Reviews Scenario 3 HIGH	SSAS	Net Consumption (ALL) (%)3.3	1	1mo ago
Goodreads Book Reviews Scenario 2 HIGH	SSAS	Net Consumption (ALL)1.8	1	1mo ago
Google Business Reviews Scenario 2 HIGH	SSAS	Net Consumption (ALL)2.8	1	1mo ago
Amazon Product Reviews Scenario 2 HIGH	SSAS	Net Consumption (ALL)3.8	1	1mo ago
Amazon Product Reviews Scenario 1 HIGH	SSAS	Net Consumption (ALL)4.1	1	1mo ago
Goodreads Book Reviews Base	SSAS	Net Consumption (ALL)1.8	1	1mo ago
Google Business Reviews Base	SSAS	Net Consumption (ALL)2.5	1	1mo ago
Amazon Product Reviews Base	SSAS	Net Consumption (ALL)3.6	1	1mo ago

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