Papers with prototypical network-based white-box framework
Proto-lm: A Prototypical Network-Based Framework for Built-in Interpretability in Large Language Models (2023.findings-emnlp)
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| Challenge: | Existing methods for interpreting LLMs are post hoc and focus on low-level features and lack of explainability at higher-level text units. |
| Approach: | They propose a prototypical network-based white-box framework that allows LLMs to learn immediately interpretable embeddings during the fine-tuning stage while maintaining competitive performance. |
| Outcome: | The proposed framework can learn interpretable embeddings during the fine-tuning stage while maintaining competitive performance. |