FormulaQA: A Question Answering Dataset for Formula-Based Numerical Reasoning

1 code implementation • 20 Feb 2024 • Xiao Li, Sichen Liu, Bolin Zhu, Yin Zhu, Yiwei Liu, Gong Cheng

The application of formulas is a fundamental ability of humans when addressing numerical reasoning problems.

High School Physics Question Answering +1

Furthest Reasoning with Plan Assessment: Stable Reasoning Path with Retrieval-Augmented Large Language Models

no code implementations • 22 Sep 2023 • Yin Zhu, Zhiling Luo, Gong Cheng

On one hand, Information Retriever (IR) is hindered by the low quality of generated queries by LLM.

Multi-hop Question Answering Question Answering +1

DyRRen: A Dynamic Retriever-Reranker-Generator Model for Numerical Reasoning over Tabular and Textual Data

1 code implementation • 23 Nov 2022 • Xiao Li, Yin Zhu, Sichen Liu, Jiangzhou Ju, Yuzhong Qu, Gong Cheng

Numerical reasoning over hybrid data containing tables and long texts has recently received research attention from the AI community.

Math Retrieval

From Node Interaction to Hop Interaction: New Effective and Scalable Graph Learning Paradigm

1 code implementation • CVPR 2023 • Jie Chen, Zilong Li, Yin Zhu, Junping Zhang, Jian Pu

We design a simple yet effective HopGNN framework that can easily utilize existing GNNs to achieve hop interaction.

Graph Learning Multi-Task Learning +1

Binaural Rendering of Ambisonic Signals by Neural Networks

no code implementations • 4 Nov 2022 • Yin Zhu, Qiuqiang Kong, Junjie Shi, Shilei Liu, Xuzhou Ye, Ju-Chiang Wang, Junping Zhang

Binaural rendering of ambisonic signals is of broad interest to virtual reality and immersive media.