Is Your World Simulator a Good Story Presenter? A Consecutive Events-Based Benchmark for Future Long Video Generation

no code implementations • 17 Dec 2024 • Yiping Wang, Xuehai He, Kuan Wang, Luyao Ma, Jianwei Yang, Shuohang Wang, Simon Shaolei Du, Yelong Shen

However, they still struggle to coherently present multiple sequential events in the stories specified by the prompts, which is foreseeable an essential capability for future long video generation scenarios.

Story Completion Video Generation

Enhancing AI microscopy for foodborne bacterial classification via adversarial domain adaptation across optical and biological variability

no code implementations • 29 Nov 2024 • Siddhartha Bhattacharya, Aarham Wasit, Mason Earles, Nitin Nitin, Luyao Ma, Jiyoon Yi

DANNs improved target domain classification accuracy by up to 54. 45% (20x), 43. 44% (20x-5h), and 31. 67% (BF), with minimal source domain degradation (<4. 44%).

Domain Adaptation domain classification +1

Baichuan 2: Open Large-scale Language Models

2 code implementations • 19 Sep 2023 • Aiyuan Yang, Bin Xiao, Bingning Wang, Borong Zhang, Ce Bian, Chao Yin, Chenxu Lv, Da Pan, Dian Wang, Dong Yan, Fan Yang, Fei Deng, Feng Wang, Feng Liu, Guangwei Ai, Guosheng Dong, Haizhou Zhao, Hang Xu, Haoze Sun, Hongda Zhang, Hui Liu, Jiaming Ji, Jian Xie, Juntao Dai, Kun Fang, Lei Su, Liang Song, Lifeng Liu, Liyun Ru, Luyao Ma, Mang Wang, Mickel Liu, MingAn Lin, Nuolan Nie, Peidong Guo, Ruiyang Sun, Tao Zhang, Tianpeng Li, Tianyu Li, Wei Cheng, WeiPeng Chen, Xiangrong Zeng, Xiaochuan Wang, Xiaoxi Chen, Xin Men, Xin Yu, Xuehai Pan, Yanjun Shen, Yiding Wang, Yiyu Li, Youxin Jiang, Yuchen Gao, Yupeng Zhang, Zenan Zhou, Zhiying Wu

Large language models (LLMs) have demonstrated remarkable performance on a variety of natural language tasks based on just a few examples of natural language instructions, reducing the need for extensive feature engineering.

Feature Engineering GSM8K +2

Legal Judgment Prediction with Multi-Stage CaseRepresentation Learning in the Real Court Setting

1 code implementation • 12 Jul 2021 • Luyao Ma, Yating Zhang, Tianyi Wang, Xiaozhong Liu, Wei Ye, Changlong Sun, Shikun Zhang

Legal judgment prediction(LJP) is an essential task for legal AI.

Multi-Task Learning

PKUSE at SemEval-2019 Task 3: Emotion Detection with Emotion-Oriented Neural Attention Network

no code implementations • SEMEVAL 2019 • Luyao Ma, Long Zhang, Wei Ye, Wenhui Hu

This paper presents the system in SemEval-2019 Task 3, {``}EmoContext: Contextual Emotion Detection in Text{''}.