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Ran Jia

6 accepted papers

2025

IE-PMMA:Point Cloud Completion Through Inverse Edge-aware Upsampling and Precise Multi-Modal Feature Alignment

IJCAI 2025

Point cloud completion is a crucial task in 3D computer vision. Multi-modal completion approaches have gained attention among the popular two-stage point cloud completion methods. However, there is a notable lack of research focused on accurately aligning data from different modalities within these

Cited by 0SourcePDFScholar
2024

Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries

AAAI 2024technical

Tabular data analysis is crucial in various fields, and large language models show promise in this area. However, current research mostly focuses on rudimentary tasks like Text2SQL and TableQA, neglecting advanced analysis like forecasting and chart generation. To address this gap, we developed the…

2023

HermEs: Interactive Spreadsheet Formula Prediction via Hierarchical Formulet Expansion

ACL 2023long

We propose HermEs, the first approach for spreadsheet formula prediction via HiEraRchical forMulet ExpanSion, where hierarchical expansion means generating formulas following the underlying parse tree structure, and Formulet refers to commonly-used multi-level patterns mined from real formula parse…

2023

SheetPT: Spreadsheet Pre-training Based on Hierarchical Attention Network

AAAI 2023technical

Spreadsheets are an important and unique type of business document for data storage, analysis and presentation. The distinction between spreadsheets and most other types of digital documents lies in that spreadsheets provide users with high flexibility of data organization on the grid. Existing rela…

Cited by 0SourcePDFScholar
2022

FORTAP: Using Formulas for Numerical-Reasoning-Aware Table Pretraining

ACL 2022long

Tables store rich numerical data, but numerical reasoning over tables is still a challenge. In this paper, we find that the spreadsheet formula, a commonly used language to perform computations on numerical values in spreadsheets, is a valuable supervision for numerical reasoning in tables. Consider…

2022

HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation

ACL 2022long

Tables are often created with hierarchies, but existing works on table reasoning mainly focus on flat tables and neglect hierarchical tables. Hierarchical tables challenge numerical reasoning by complex hierarchical indexing, as well as implicit relationships of calculation and semantics. We present…