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@LUMIA-Group

LUMIA: Language Understanding and Machine Intelligence Algorithms

LUMIA is a research group lead by Zhouhan Lin in Shanghai Jiao Tong University.

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  1. Leveraging-Self-Supervised-Learning-for-AVSR 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 67 13

  2. rasat rasat Public

    Forked from ServiceNow/picard

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

    Python 65 17

  3. OrderedGNN OrderedGNN Public

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

    Python 45 5

  4. FourierTransformer 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 40 1

  5. APL APL Public

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

    Python 20 2

  6. PonderingLM PonderingLM Public

    Forked from hiyouga/LLaMA-Factory

    Official implementation of the paper "Pretraining Language Models to Ponder in Continuous Space"

    Python 14

Repositories

Showing 10 of 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).

    LUMIA-Group/Anchor-Embedding’s past year of commit activity
    Python 3 0 0 0 Updated Aug 28, 2025
  • TosT5 Public

    The official implementation of the paper "Enhancing SPARQL Generation by Triplet-order-sensitive Pre-training" (CIKM 2024).

    LUMIA-Group/TosT5’s past year of commit activity
    Python 2 MIT 1 0 0 Updated Aug 27, 2025
  • PonderingLM Public Forked from hiyouga/LLaMA-Factory

    Official implementation of the paper "Pretraining Language Models to Ponder in Continuous Space"

    LUMIA-Group/PonderingLM’s past year of commit activity
    Python 14 Apache-2.0 7,570 0 0 Updated Jul 21, 2025
  • HuRef Public

    Official implementation for "HuRef: HUman-REadable Fingerprint for Large Language Models" (NeurIPS2024)

    LUMIA-Group/HuRef’s past year of commit activity
    Python 12 2 0 0 Updated Jun 17, 2025
  • Gumbel-Reranking Public

    Official implementation for "Gumbel Reranking: Differentiable End-to-End Reranker Optimization" (ACL 2025 Main)

    LUMIA-Group/Gumbel-Reranking’s past year of commit activity
    Python 1 0 0 0 Updated May 20, 2025
  • SH2 Public

    The official implementation of the paper "SH2: Self-Highlighted Hesitation Helps You Decode More Truthfully" (EMNLP 2024 Findings).

    LUMIA-Group/SH2’s past year of commit activity
    Python 1 0 0 0 Updated Apr 21, 2025
  • Cluster-wise-Graph-Transformer Public

    Official implementation for "Cluster-wise Graph Transformer with Dual-granularity Kernelized Attention" (NeurIPS2024 Spotlight)

    LUMIA-Group/Cluster-wise-Graph-Transformer’s past year of commit activity
    Python 13 0 0 0 Updated Oct 10, 2024
  • SubTree-Attention Public

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

    LUMIA-Group/SubTree-Attention’s past year of commit activity
    Python 9 1 0 0 Updated Oct 9, 2024
  • Leveraging-Grammar-Induction Public

    The official implementation of the paper "Leveraging Grammar Induction for Language Understanding and Generation" (EMNLP 2024 Findings).

    LUMIA-Group/Leveraging-Grammar-Induction’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Oct 8, 2024
  • Mirror-Consistency Public

    The official implementation of the paper "Mirror-Consistency: Harnessing Inconsistency in Majority Voting" (EMNLP 2024 Findings).

    LUMIA-Group/Mirror-Consistency’s past year of commit activity
    Python 0 0 0 0 Updated Oct 7, 2024

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