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@XMUDeepLIT DeepLIT Group in Xiamen University

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    109 repositories

    • XMUDeepLIT.github.io

      Public
      HTML
      •
      MIT License
      •0•0•0•0•Updated Aug 27, 2026Aug 27, 2026

    • SPEC-Distill

      Public
      Official Implementation of SPEC-Distill. (EMNLP 2026 Main Conference)
      0•0•0•0•Updated Aug 26, 2026Aug 26, 2026

    • Awesome-Self-Evolving-Agents

      Public
      A Survey of Self-Evolving Agents | A curated list of resources (surveys, papers, benchmarks, and opensource projects) on Self-Evolving Agents.
      agentself-evolvingagent-skills
      agentself-evolvingagent-skillsself-evolutionself-evolving-agentsagent-surveyawsome-self-evolving-agentsskill-survey
      26•404•2•0•Updated Aug 23, 2026Aug 23, 2026

    • LegalGraphRAG

      Public
      [ACL'26 Main] Official code for "LegalGraphRAG: Multi-Agent Graph Retrieval-Augmented Generation for Reliable Legal Reasoning".
      legalragllms
      legalragllmsgraphraglegalraglegalgraphraglegalgraph
      Python
      •8•54•0•0•Updated Aug 3, 2026Aug 3, 2026

    • MemSyco-Bench

      Public
      MemSyco-Bench: Benchmarking Sycophancy in Agent Memory
      agentsycophancyagent-memory
      agentsycophancyagent-memorymemory-sycophancyllm-sycophancyagent-sycophancysycophancy-benchmarkagent-memory-benchmark
      Python
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      MIT License
      •0•17•0•0•Updated Jul 30, 2026Jul 30, 2026

    • BioPro

      Public
      BioPro: Towards Difference-Aware Gender Fairness for Vision-Language Models (ACM MM 2026)
      Python
      •1•1•0•0•Updated Jul 27, 2026Jul 27, 2026

    • MemSyco-Bench-Leaderboard

      Public
      0•0•0•0•Updated Jul 1, 2026Jul 1, 2026

    • MemGraphRAG

      Public
      [KDD 2026] MemGraphRAG: Memory-based Multi-Agent System for Graph Retrieval-Augmented Generation
      ontologymulti-agentgraph-construction
      ontologymulti-agentgraph-constructionraggraphragontology-constructionagent-memory
      Python
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      MIT License
      •39•206•2•1•Updated Jun 20, 2026Jun 20, 2026

    • SAAS

      Public
      A novel RL framework designed to cultivate dynamic self-awareness that precisely regulates search behavior without compromising accuracy.
      reinforcement-learningself-awarenessllm
      reinforcement-learningself-awarenessllmagentic-search
      Python
      •
      Apache License 2.0
      •0•9•1•0•Updated Jun 13, 2026Jun 13, 2026

    • m3bert

      Public
      Code for "m3bert: A Modern, Multi-lingual, Matryoshka Bidirectional Encoder" (KDD 2026 ADS Track)
      Python
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      Apache License 2.0
      •0•0•0•0•Updated May 27, 2026May 27, 2026

    • VLM-UnL-Attack

      Public
      Python
      •0•0•1•0•Updated May 27, 2026May 27, 2026

    • CSST-SSA

      Public
      Code for "Towards Fine-Grained Code-Switch Speech Translation with Semantic Space Alignment" (IJCAI 2026 Main Track)
      Python
      •
      Apache License 2.0
      •0•0•0•0•Updated May 19, 2026May 19, 2026

    • HFRU

      Public
      The code implementation for Object Hallucination-Free Reinforcement Unlearning for Vision-Language Models.
      Python
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      Apache License 2.0
      •0•0•1•0•Updated May 8, 2026May 8, 2026

    • ZeroUnlearn

      Public
      The code implementation for "ZeroUnlearn: Few-Shot Knowledge Unlearning in Large Language Models" (ICML 2026).
      Python
      •0•5•0•0•Updated May 5, 2026May 5, 2026

    • HCRE

      Public
      Official code implementation for ACL 2026 Findings paper [HCRE: LLM-based Hierarchical Classification for Cross-Document Relation Extraction with a Prediction-t…
      Python
      •0•0•0•0•Updated May 1, 2026May 1, 2026

    • TTCS

      Public
      The code implementation for TTCS: Test-Time Curriculum Synthesis for Self-Evolving.
      agentllmself-evolving
      agentllmself-evolving
      Python
      •6•51•0•4•Updated Apr 22, 2026Apr 22, 2026

    • HEAL

      Public
      Code for "HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment" (ACL 2026 Main)
      Python
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      Apache License 2.0
      •0•1•0•0•Updated Apr 21, 2026Apr 21, 2026

    • DHPO

      Public
      This repository contains the official code for the ACL 2026 Findings paper "Orchestrating Tokens and Sequences: Dynamic Hybrid Policy Optimization for RLVR."
      Python
      •0•1•0•0•Updated Apr 20, 2026Apr 20, 2026

    • mc_tit

      Public
      Code for ACL 2023 paper: Exploring Better Text Image Translation with Multimodal Codebook
      Python
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      MIT License
      •4•21•1•0•Updated Apr 19, 2026Apr 19, 2026

    • ProbeRAG

      Public
      The code implementation for "Probing Latent Knowledge Conflict for Faithful Retrieval-Augmented Generation" (ACL 2026 findings).
      Python
      •0•1•0•0•Updated Apr 15, 2026Apr 15, 2026

    • EditEval

      Public
      [ACM MM 2025] EditEval: Towards Comprehensive and Automatic Evaluation for Text-guided Video Editing. https://dl.acm.org/doi/10.1145/3746027.3755100
      Python
      •0•1•0•0•Updated Mar 27, 2026Mar 27, 2026

    • UME-R1

      Public
      The code implementation for UME-R1: Exploring Reasoning-Driven Generative Multimodal Embeddings (ICLR 2026).
      Python
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      Apache License 2.0
      •3•71•0•0•Updated Feb 25, 2026Feb 25, 2026

    • Bi-directional-Bias-Attribution

      Public
      The code implementation for Bi-directional Bias Attribution: Debiasing Large Language Models without Modifying Prompts (ICLR 2026).
      Python
      •0•2•0•0•Updated Feb 4, 2026Feb 4, 2026

    • AimKP

      Public
      Code and Data for "AimKP: Augmenting Intra-Modal Understanding in MLLMs for Robust Multimodal Keyphrase Generation"(AAAI-25)
      Python
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      Apache License 2.0
      •0•5•0•0•Updated Nov 9, 2025Nov 9, 2025

    • Faithful-RAG

      Public
      Code and Data for "FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented Generation" (ACL25)
      Python
      •6•39•1•0•Updated Oct 26, 2025Oct 26, 2025

    • Spec-RL

      Public
      SPEC-RL: Accelerating On-Policy Reinforcement Learning via Speculative Rollouts
      Python
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      Apache License 2.0
      •0•0•0•0•Updated Oct 12, 2025Oct 12, 2025

    • PATIMT-Bench

      Public
      Code and Data for "PATIMT-Bench: A Multi-Scenario Benchmark for Position-Aware Text Image Machine Translation in Large Vision-Language Models" (EMNLP-25 finding…
      Python
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      Apache License 2.0
      •0•1•0•0•Updated Sep 24, 2025Sep 24, 2025

    • LLM-OREF

      Public
      Code and Data for "LLM-OREF: An Open Relation Extraction Framework Based on Large Language Models"(EMNLP-25)
      Python
      •1•4•1•0•Updated Sep 18, 2025Sep 18, 2025

    • MARO

      Public
      MARO is an end-to-end multi-agent framework that empowers Large Language Models (LLMs) to detect cross-domain misinformation through automated analysis and opti…
      Python
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      MIT License
      •1•0•0•0•Updated Sep 5, 2025Sep 5, 2025

    • Learn2Ask

      Public
      Code for "Beyond Passive Critical Thinking: Fostering Proactive Questioning to Enhance Human-AI Collaboration".
      Python
      •1•2•0•0•Updated Aug 20, 2025Aug 20, 2025
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