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@LUMIA-Group LUMIA: Language Understanding and Machine Intelligence Algorithms

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    22 repositories

    • Anchor-Embedding

      Public
      The official implementation of the paper "Training LLMs to be Better Text Embedders through Bidirectional Reconstruction" (EMNLP 2025 Main Conference).
      Python
      •0•3•0•0•Updated Aug 28, 2025Aug 28, 2025

    • TosT5

      Public
      The official implementation of the paper "Enhancing SPARQL Generation by Triplet-order-sensitive Pre-training" (CIKM 2024).
      Python
      •
      MIT License
      •1•2•0•0•Updated Aug 27, 2025Aug 27, 2025

    • PonderingLM

      Public
      Official implementation of the paper "Pretraining Language Models to Ponder in Continuous Space"
      llm
      Python
      •
      Apache License 2.0
      •7.1k•14•0•0•Updated Jul 21, 2025Jul 21, 2025

    • HuRef

      Public
      Official implementation for "HuRef: HUman-REadable Fingerprint for Large Language Models" (NeurIPS2024)
      Python
      •2•12•0•0•Updated Jun 17, 2025Jun 17, 2025

    • Gumbel-Reranking

      Public
      Official implementation for "Gumbel Reranking: Differentiable End-to-End Reranker Optimization" (ACL 2025 Main)
      Python
      •0•1•0•0•Updated May 20, 2025May 20, 2025

    • SH2

      Public
      The official implementation of the paper "SH2: Self-Highlighted Hesitation Helps You Decode More Truthfully" (EMNLP 2024 Findings).
      Python
      •0•1•0•0•Updated Apr 21, 2025Apr 21, 2025

    • Cluster-wise-Graph-Transformer

      Public
      Official implementation for "Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention" (NeurIPS2024 Spotlight)
      Python
      •0•13•0•0•Updated Oct 10, 2024Oct 10, 2024

    • SubTree-Attention

      Public
      Official implementation for "Tailoring Self-Attention for Graph via Rooted Subtrees" (NeurIPS2023)
      machine-learninggraph-algorithmspytorchattention-mechanismgraph-attention-networksnode-classificationgraph-neural-networkspytorch-geometricgnnneurips-2023
      Python
      •1•9•0•0•Updated Oct 9, 2024Oct 9, 2024

    • Leveraging-Grammar-Induction

      Public
      The official implementation of the paper "Leveraging Grammar Induction for Language Understanding and Generation" (EMNLP 2024 Findings).
      Python
      •
      MIT License
      •0•0•0•0•Updated Oct 8, 2024Oct 8, 2024

    • Mirror-Consistency

      Public
      The official implementation of the paper "Mirror-Consistency: Harnessing Inconsistency in Majority Voting" (EMNLP 2024 Findings).
      Python
      •0•0•0•0•Updated Oct 7, 2024Oct 7, 2024

    • S4G

      Public
      The official implementation of the paper "Breaking the Bottleneck on Graphs with Structured State Spaces" (CIKM 2024).
      Python
      •
      MIT License
      •1•3•0•0•Updated Aug 8, 2024Aug 8, 2024

    • GraphParsingNetworks

      Public
      The official implementation of the paper "Graph Parsing Networks" (ICLR 2024).
      Python
      •
      MIT License
      •1•9•0•0•Updated Mar 15, 2024Mar 15, 2024

    • OrderedGNN

      Public
      The official implementation of the paper "Ordered GNN: Ordering Message Passing to Deal with Heterophily and Over-smoothing" (ICLR 2023).
      Python
      •
      MIT License
      •5•45•1•0•Updated Mar 15, 2024Mar 15, 2024

    • LUMIA-Group.github.io

      Public
      Vue
      •0•1•0•0•Updated Mar 11, 2024Mar 11, 2024

    • FourierTransformer

      Public
      The official Pytorch implementation of the paper "Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator" (ACL 2023 Findings)
      Python
      •1•40•2•0•Updated Mar 7, 2024Mar 7, 2024

    • LACE

      Public
      The official implementation of the paper "Document-Level Relation Extraction with Relation Correlation Enhancement" (ICONIP 2023)
      Python
      •1•5•1•0•Updated Oct 26, 2023Oct 26, 2023

    • I2SRM

      Public
      Official implementation for "I2SRM: Intra- and Inter-Sample Relationship Modeling for Multimodal Information Extraction" (ACM Multimedai Asia 2023)
      Python
      •1•4•2•0•Updated Oct 20, 2023Oct 20, 2023

    • APL

      Public
      The official implementation of the paper "Asymmetric Polynomial Loss for Multi-Label Classification"(ICASSP 2023)
      Python
      •
      MIT License
      •2•20•2•0•Updated Apr 5, 2023Apr 5, 2023

    • rasat

      Public
      The official implementation of the paper "RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL"(EMNLP 2022)
      Python
      •
      Apache License 2.0
      •121•65•11•0•Updated Feb 23, 2023Feb 23, 2023

    • LoT-insts

      Public
      The official implementation of the paper "Text Classification in the Wild: a Large-scale Long-tailed Name Normalization Dataset"(ICASSP 2023)
      Python
      •2•12•0•0•Updated Feb 19, 2023Feb 19, 2023

    • distance_transformer

      Public
      The official implementation of the paper "Syntax-guided Localized Self-attention by Constituency Syntactic Distance"(Findings of EMNLP 2022)
      Python
      •
      MIT License
      •1•8•0•0•Updated Jan 5, 2023Jan 5, 2023

    • Leveraging-Self-Supervised-Learning-for-AVSR

      Public
      Official PyTorch implementation of paper Leveraging Unimodal Self Supervised Learning for Multimodal Audio-Visual Speech Recognition (ACL 2022)
      Python
      •
      MIT License
      •13•67•5•0•Updated Jul 13, 2022Jul 13, 2022