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MEXA: Multilingual Evaluation of English-Centric LLMs via Cross-Lingual Alignment
English-centric large language models (LLMs) often show strong multilingual capabilities.
However, the multilingual performance of these models remains unclear and is not …
However, the multilingual performance of these models remains unclear and is not …
Linguistic Minimal Pairs Elicit Linguistic Similarity in Large Language Models
We introduce a novel analysis that leverages linguistic minimal pairs to probe the internal
linguistic representations of Large Language Models (LLMs). By measuring the similarity …
linguistic representations of Large Language Models (LLMs). By measuring the similarity …
Do Multilingual LLMs Think In English?
Large language models (LLMs) have multilingual capabilities and can solve tasks across
various languages. However, we show that current LLMs make key decisions in a …
various languages. However, we show that current LLMs make key decisions in a …
Lens: Rethinking Multilingual Enhancement for Large Language Models
Despite the growing global demand for large language models (LLMs) that serve users from
diverse linguistic backgrounds, most cutting-edge LLMs remain predominantly English …
diverse linguistic backgrounds, most cutting-edge LLMs remain predominantly English …
Understand, Solve and Translate: Bridging the Multilingual Mathematical Reasoning Gap
Large language models (LLMs) demonstrate exceptional performance on complex
reasoning tasks. However, despite their strong reasoning capabilities in high-resource …
reasoning tasks. However, despite their strong reasoning capabilities in high-resource …
RomanLens: Latent Romanization and its role in Multilinguality in LLMs
Large Language Models (LLMs) exhibit remarkable multilingual generalization despite
being predominantly trained on English-centric corpora. A fundamental question arises: how …
being predominantly trained on English-centric corpora. A fundamental question arises: how …
The Rise and Down of Babel Tower: Investigating the Evolution Process of Multilingual Code Large Language Model
Large language models (LLMs) have shown significant multilingual capabilities. However,
the mechanisms underlying the development of these capabilities during pre-training are not …
the mechanisms underlying the development of these capabilities during pre-training are not …