Papers with PF model
Representation Degeneration Problem in Prompt-based Models for Natural Language Understanding (2024.lrec-main)
Copied to clipboard
| Challenge: | Prompt-based fine-tuning (PF) models have shown improved performance on few-shot natural language understanding benchmarks. |
| Approach: | They propose a framework to alleviate anisotropy in the embedding space by aligning with pre-trained language models' training objective. |
| Outcome: | The proposed method outperforms mainstream methods on many NLU benchmarks. |