Enriching Biomedical Knowledge for Low-resource Language Through Translation

Abstract

Biomedical data and benchmarks are highly valuable yet very limited in low-resource languages other than English such as Vietnamese. In this paper, we make use of a state-of-the-art translation model in English-Vietnamese to translate and produce both pretrained as well as supervised data in the biomedical domains. Thanks to such large-scale translation, we introduce ViPubmedT5, a pretrained Encoder-Decoder Transformer model trained on 20 million translated abstracts from the high-quality public PubMed corpus. ViPubMedT5 demonstrates state-of-the-art results on two different biomedical benchmarks in summarization and acronym disambiguation. Further, we release ViMedNLI - a new NLP task in Vietnamese translated from MedNLI using the recently public En-vi translation model and carefully refined by human experts, with evaluations of existing methods against ViPubmedT5.

Effects of one-loop on-shell and off-shell decay H* → VV at future lepton colliders

“…As a result, the decay rates can be evaluated numerically. Analytic expressions for all one-loop form factors of Higgs decay to γγ, Zγ, ZZ channels can be found in [32,34,35].…”

“…All Feynman one-loop diagrams are plotted in the appendix of Ref. [35]. One-loop amplitudes for H * → γγ, Zγ can be derived directly from the results of H * → ZZ (seen [35] for more detail).…”

“…[35]. One-loop amplitudes for H * → γγ, Zγ can be derived directly from the results of H * → ZZ (seen [35] for more detail).…”

“…In the limit of this proceeding, we present the phenomenological results for e − e + → Z(ZZ) at future lepton colliders as a typical example. Other signals are devoted in [35]. The ZH * bremsstrahlung process, e − e + → ZH * → Z(ZZ) at lepton collider is described as Feynman diagram in Fig.…”

“…The effects of one-loop on-shell and off-shell H → V V will be devoted in [35] and our future publications.…”