4 citations · 6 across the 9 of their papers we have counts for
4 papers · 2 filters
Concept Space Alignment in Multilingual LLMs
Qiwei Peng, Anders Søgaard
Multilingual large language models (LLMs) seem to generalize somewhat across languages. We hypothesize this is a result of implicit vector space alignment. Evaluating such alignmen…
Tokenization Falling Short: On Subword Robustness in Large Language Models
Yekun Chai, Yewei Fang, Qiwei Peng +1
Language models typically tokenize raw text into sequences of subword identifiers from a predefined vocabulary, a process inherently sensitive to typographical errors, length varia…
FoodieQA: A Multimodal Dataset for Fine-Grained Understanding of Chinese Food Culture
Wenyan Li, Xinyu Zhang, Jiaang Li +9
Food is a rich and varied dimension of cultural heritage, crucial to both individuals and social groups. To bridge the gap in the literature on the often-overlooked regional divers…
HumanEval-XL: A Multilingual Code Generation Benchmark for Cross-lingual Natural Language Generalization
Qiwei Peng, Yekun Chai, Xuhong Li
Large language models (LLMs) have made significant progress in generating codes from textual prompts. However, existing benchmarks have mainly concentrated on translating English p…