StorySparkQA: Expert-Annotated QA Pairs with Real-World Knowledge for Children's Story-Based Learning

1 code implementation • 16 Nov 2023 • Jiaju Chen, Yuxuan Lu, Shao Zhang, Bingsheng Yao, Yuanzhe Dong, Ying Xu, Yunyao Li, Qianwen Wang, Dakuo Wang, Yuling Sun

Interactive story reading is a common parent-child activity, where parents expect to teach both language skills and real-world knowledge beyond the story.

Question Answering World Knowledge

Mental-LLM: Leveraging Large Language Models for Mental Health Prediction via Online Text Data

1 code implementation • 26 Jul 2023 • Xuhai Xu, Bingsheng Yao, Yuanzhe Dong, Saadia Gabriel, Hong Yu, James Hendler, Marzyeh Ghassemi, Anind K. Dey, Dakuo Wang

More importantly, our experiments show that instruction finetuning can significantly boost the performance of LLMs for all tasks simultaneously.

Language Modelling

Build a Robust QA System with Transformer-based Mixture of Experts

1 code implementation • 20 Mar 2022 • Yu Qing Zhou, Xixuan Julie Liu, Yuanzhe Dong

In this paper, we show that our combination of best architecture and data augmentation techniques achieves a 53. 477 F1 score in the out-of-domain evaluation, which is a 9. 52% performance gain over the baseline.

Data Augmentation Question Answering

APRO: All-Pairs Ranking Optimization for MT Tuning

no code implementations • HLT 2015 • Markus Dreyer, Yuanzhe Dong

Machine Translation Sentence +1