3 papers
cs.CL2025
Few-Shot Multilingual Open-Domain QA from 5 Examples
Fan Jiang, Tom Drummond, Trevor Cohn
Recent approaches to multilingual open-domain question answering (MLODQA) have achieved promising results given abundant language-specific training data. However, the considerable…
cs.CL2025
Franken-Adapter: Cross-Lingual Adaptation of LLMs by Embedding Surgery
Fan Jiang, Honglin Yu, Grace Chung +1
The capabilities of Large Language Models (LLMs) in low-resource languages lag far behind those in English, making their universal accessibility a significant challenge. To allevia…
cs.CL2024
Pre-training Cross-lingual Open Domain Question Answering with Large-scale Synthetic Supervision
Fan Jiang, Tom Drummond, Trevor Cohn
Cross-lingual open domain question answering (CLQA) is a complex problem, comprising cross-lingual retrieval from a multilingual knowledge base, followed by answer generation in th…