Search papers, labs, and topics across Lattice.
Zhejiang University
3
0
3
Standard translation metrics and 235B-parameter LLM judges actively reward the worst social media translations due to cultural blindness, but progressively decaying masked cultural scaffolding enables an 8B model to rival Gemini-3.1-Pro.
Current translation metrics miss the mark on capturing the cultural nuances and emotional resonance crucial for effective social media UGC translation.
LLMs can reason better when they're not forced to answer in English, and a new RL method leverages this quirk to boost performance across reasoning tasks.
