Saved in:
| Main Authors: | , , |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | https://arxiv.org/abs/2408.14332 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1866929474822471680 |
|---|---|
| author | Sanford, Clayton Hsu, Daniel Telgarsky, Matus |
| author_facet | Sanford, Clayton Hsu, Daniel Telgarsky, Matus |
| contents | A simple communication complexity argument proves that no one-layer transformer can solve the induction heads task unless its size is exponentially larger than the size sufficient for a two-layer transformer. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2408_14332 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | One-layer transformers fail to solve the induction heads task Sanford, Clayton Hsu, Daniel Telgarsky, Matus Machine Learning A simple communication complexity argument proves that no one-layer transformer can solve the induction heads task unless its size is exponentially larger than the size sufficient for a two-layer transformer. |
| title | One-layer transformers fail to solve the induction heads task |
| topic | Machine Learning |
| url | https://arxiv.org/abs/2408.14332 |