LUMIA: Language Understanding and Machine Intelligence Algorithms

rasat

The official implementation of the paper "RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL"(EMNLP 2022)

Leveraging-Self-Supervised-Learning-for-AVSR

Official PyTorch implementation of paper Leveraging Unimodal Self Supervised Learning for Multimodal Audio-Visual Speech Recognition (ACL 2022)

OrderedGNN

The official implementation of the paper "Ordered GNN: Ordering Message Passing to Deal with Heterophily and Over-smoothing" (ICLR 2023).

FourierTransformer

The official Pytorch implementation of the paper "Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator" (ACL 2023 Findings)

APL

The official implementation of the paper "Asymmetric Polynomial Loss for Multi-Label Classification"(ICASSP 2023)

LoT-insts

The official implementation of the paper "Text Classification in the Wild: a Large-scale Long-tailed Name Normalization Dataset"(ICASSP 2023)

distance_transformer

The official implementation of the paper "Syntax-guided Localized Self-attention by Constituency Syntactic Distance"(Findings of EMNLP 2022)

LACE

The official implementation of the paper "Document-Level Relation Extraction with Relation Correlation Enhancement" (ICONIP 2023)

GraphParsingNetworks

The official implementation of the paper "Graph Parsing Networks" (ICLR 2024).

I2SRM

Official implementation for "I2SRM: Intra- and Inter-Sample Relationship Modeling for Multimodal Information Extraction" (ACM Multimedai Asia 2023)

SubTree-Attention

Official implementation for "Tailoring Self-Attention for Graph via Rooted Subtrees" (NeurIPS2023)

LUMIA-Group.github.io