Papers with deeper understanding of multilingual representation
RomanLens: The Role Of Latent Romanization In Multilinguality In LLMs (2025.findings-acl)
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| Challenge: | Large Language Models (LLMs) exhibit strong multilingual performance despite training on English-centric corpora. |
| Approach: | They propose to use Romanization as a potential bridge in multilingual processing . they propose to encode semantic concepts similarly across native and Romanized scripts . |
| Outcome: | The proposed model encodes semantic concepts across native and Romanized scripts, suggesting a shared underlying representation. |