Papers by Mehak Gupta
Multilingual Language Models Encode Script Over Linguistic Structure (2026.acl-long)
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| Challenge: | a recent study suggests that multilingual language models organize representations around surface form, but the nature of this internal organization remains elusive. |
| Approach: | They analyze language-associated units across different model families and scales . romanization induces near-disjoint representations that align with neither native-script inputs nor English . |
| Outcome: | The results show that multilingual language models organize representations around surface form . romanization induces near-disjoint representations that align with neither native-script inputs nor English . |