Papers with HuLM
Human Language Modeling (2022.findings-acl)
Copied to clipboard
| Challenge: | Existing language modeling models treat text sequences as if they were created independently. |
| Approach: | They propose a hierarchical extension to the language modeling problem whereby a human-level exists to connect sequences of documents and capture the notion that human language is moderated by changing human states. |
| Outcome: | The proposed model outperforms the current state-of-the-art in terms of language modeling and fine-tuning for 4 downstream tasks spanning document- and user-levels. |