Sentiment Analysis on EmoS
53.8AccuracyLatent Concept Learning
Evaluation results
| Method | Links | |
|---|---|---|
| Latent Concept LearningBackbone=GPT2-large, Configuration=concept tokens as prefixes2023.01 | 53.8 | |
| Latent Concept LearningLLM=GPT2-xl (1.5B)2023.01 | 43.6 | |
| Latent Concept LearningLLM=GPT3-c (6.7B)2023.01 | 43.1 | |
| Latent Concept LearningLLM=GPT3-d (175B)2023.01 | 42.7 | |
| UniformLLM=GPT3-d (175B)2023.01 | 40.6 | |
| SimilarLLM=GPT3-c (6.7B)2023.01 | 39.8 | |
| SimilarLLM=GPT3-d (175B)2023.01 | 39.8 | |
| Latent Concept LearningLLM=GPT3-b (1.3B)2023.01 | 38.9 | |
| Latent Concept LearningLLM=GPT2-l (774M)2023.01 | 38.6 | |
| UniformLLM=GPT2-xl (1.5B)2023.01 | 38.2 | |
| SimilarLLM=GPT3-b (1.3B)2023.01 | 38.1 | |
| Latent Concept LearningLLM=GPT3-a (350M)2023.01 | 37.9 | |
| Latent Concept LearningLLM=GPT2-m (355M)2023.01 | 37.2 | |
| SimilarLLM=GPT3-a (350M)2023.01 | 37.2 | |
| SimilarLLM=GPT2-m (355M)2023.01 | 35.2 | |
| SimilarLLM=GPT2-l (774M)2023.01 | 35.1 | |
| UniformLLM=GPT2-l (774M)2023.01 | 34.5 | |
| UniformLLM=GPT2-m (355M)2023.01 | 34.2 | |
| SimilarLLM=GPT2-xl (1.5B)2023.01 | 32.9 | |
| UniformLLM=GPT3-c (6.7B)2023.01 | 32.3 | |
| Latent Concept LearningLLM=GPT2 (124M)2023.01 | 30.6 | |
| UniformLLM=GPT3-a (350M)2023.01 | 27.7 | |
| UniformLLM=GPT3-b (1.3B)2023.01 | 27 | |
| SimilarLLM=GPT2 (124M)2023.01 | 26.6 | |
| UniformLLM=GPT2 (124M)2023.01 | 26.4 |