Papers with KEGT
Token Knowledge: A New Perspective For Knowledge in Large Language Models (2025.findings-emnlp)
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| Challenge: | Predicting the presence and absence of certain knowledge in large language models could aid hallucination avoidance. |
| Approach: | They propose a token knowledge dataset construction method and use the intermediate states during inference to train probes. |
| Outcome: | The proposed method increases the model's latent potential by 60% to 90% with strong out-of-distribution generalization by training on just a few dozen prompts. |