Tagged articles

cross-language transfer

2 articles · Page 1 of 1

Machine Learning Algorithms & Natural Language Processing

Aug 29, 2026 · Artificial Intelligence

Can Chinese‑Only Inference Training Match English? Apple’s New Study Shows Only 1.1% Gap

Apple and the Hasso Plattner Institute evaluated over 200 multilingual inference training experiments across nine base models and eleven languages, finding that training with Chinese rewards incurs just a 1.1 percentage‑point loss versus English, while low‑resource languages can cause severe performance collapses in specific model‑language combos.

GemmaQwen3cross-language transfer

0 likes · 9 min read

Can Chinese‑Only Inference Training Match English? Apple’s New Study Shows Only 1.1% Gap

DataFunSummit

Sep 23, 2024 · Artificial Intelligence

TransLLM: A Framework for Cross‑Language Transfer of Conversational Large Language Models

This article presents TransLLM, a cross‑language migration framework that enables high‑quality conversational LLMs to be transferred to low‑resource languages by preserving advanced capabilities through Recovery KD, LoRA‑based continual pre‑training, and a translation‑thinking‑chain, with extensive experiments showing superior performance and safety over ChatGPT and GPT‑4.

LoRAconversation LLMcross-language transfer

0 likes · 22 min read

TransLLM: A Framework for Cross‑Language Transfer of Conversational Large Language Models