Papers by Jaemu Heo
RingFormer: Rethinking Recurrent Transformer with Adaptive Level Signals (2025.findings-emnlp)
Copied to clipboard
| Challenge: | Transformers have shown strong performance in processing sequential data, but their parameters are larger . a novel approach to reduce the model parameters while maintaining high performance is proposed . |
| Approach: | They propose a transformer-based model that processes input repeatedly in a circular, ring-like manner. |
| Outcome: | The proposed approach reduces model parameters while maintaining high performance . the proposed approach is validated in the experiments. |