A Primer on the Inner Workings of Transformer-based Language Models
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_ | 1866916435995918336 |
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| author | Ferrando, Javier Sarti, Gabriele Bisazza, Arianna Costa-jussà, Marta R. |
| author_facet | Ferrando, Javier Sarti, Gabriele Bisazza, Arianna Costa-jussà, Marta R. |
| contents | The rapid progress of research aimed at interpreting the inner workings of advanced language models has highlighted a need for contextualizing the insights gained from years of work in this area. This primer provides a concise technical introduction to the current techniques used to interpret the inner workings of Transformer-based language models, focusing on the generative decoder-only architecture. We conclude by presenting a comprehensive overview of the known internal mechanisms implemented by these models, uncovering connections across popular approaches and active research directions in this area. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2405_00208 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | A Primer on the Inner Workings of Transformer-based Language Models Ferrando, Javier Sarti, Gabriele Bisazza, Arianna Costa-jussà, Marta R. Computation and Language The rapid progress of research aimed at interpreting the inner workings of advanced language models has highlighted a need for contextualizing the insights gained from years of work in this area. This primer provides a concise technical introduction to the current techniques used to interpret the inner workings of Transformer-based language models, focusing on the generative decoder-only architecture. We conclude by presenting a comprehensive overview of the known internal mechanisms implemented by these models, uncovering connections across popular approaches and active research directions in this area. |
| title | A Primer on the Inner Workings of Transformer-based Language Models |
| topic | Computation and Language |
| url | https://arxiv.org/abs/2405.00208 |