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cs.CL2026
ToneCL: Contrastive Learning for Few-Shot Syllable-Level Tone Classification
Qisheng Liao, Youngah Do
Tone languages constitute over 50-70% of the world's languages, but the vast majority are low-resource, lacking the large transcribed corpora needed for automatic tone classificati…
cs.CL2023
MarsEclipse at SemEval-2023 Task 3: Multi-Lingual and Multi-Label Framing Detection with Contrastive Learning
Qisheng Liao, Meiting Lai, Preslav Nakov
This paper describes our system for SemEval-2023 Task 3 Subtask 2 on Framing Detection. We used a multi-label contrastive loss for fine-tuning large pre-trained language models in…