One-layer transformers fail to solve the induction heads task
Fuente:
arXiv
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| Autori principali: | , , |
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| Natura: | Preprint |
| Pubblicazione: |
2024
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| Soggetti: | |
| Accesso online: | |
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| _version_ | 1866929474822471680 |
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| 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 |