| MiniCPM-V: A GPT-4V Level MLLM on Your Phone | Aug 3, 2024 | HallucinationMultiple-choice | CodeCode Available | 12 |
| Attentive Reasoning Queries: A Systematic Method for Optimizing Instruction-Following in Large Language Models | Mar 5, 2025 | HallucinationInstruction Following | CodeCode Available | 11 |
| SWIFT:A Scalable lightWeight Infrastructure for Fine-Tuning | Aug 10, 2024 | HallucinationOptical Character Recognition | CodeCode Available | 11 |
| RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness | May 27, 2024 | HallucinationImage Captioning | CodeCode Available | 11 |
| O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson? | Nov 25, 2024 | HallucinationKnowledge Distillation | CodeCode Available | 7 |
| MoE-LLaVA: Mixture of Experts for Large Vision-Language Models | Jan 29, 2024 | HallucinationMixture-of-Experts | CodeCode Available | 7 |
| RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback | Dec 1, 2023 | HallucinationImage Captioning | CodeCode Available | 6 |
| Gorilla: Large Language Model Connected with Massive APIs | May 24, 2023 | HallucinationLanguage Modeling | CodeCode Available | 6 |
| UQLM: A Python Package for Uncertainty Quantification in Large Language Models | Jul 8, 2025 | HallucinationUncertainty Quantification | CodeCode Available | 5 |
| DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning | May 20, 2025 | HallucinationMathematical Reasoning | CodeCode Available | 5 |
| Uncertainty Quantification for Language Models: A Suite of Black-Box, White-Box, LLM Judge, and Ensemble Scorers | Apr 27, 2025 | HallucinationQuestion Answering | CodeCode Available | 5 |
| Lean Copilot: Large Language Models as Copilots for Theorem Proving in Lean | Apr 18, 2024 | Automated Theorem ProvingHallucination | CodeCode Available | 5 |
| Weakly Supervised Detection of Hallucinations in LLM Activations | Dec 5, 2023 | HallucinationLanguage Modeling | CodeCode Available | 5 |
| Ferret: Refer and Ground Anything Anywhere at Any Granularity | Oct 11, 2023 | HallucinationLanguage Modeling | CodeCode Available | 5 |
| Chatlaw: A Multi-Agent Collaborative Legal Assistant with Knowledge Graph Enhanced Mixture-of-Experts Large Language Model | Jun 28, 2023 | HallucinationKnowledge Graphs | CodeCode Available | 5 |
| LettuceDetect: A Hallucination Detection Framework for RAG Applications | Feb 24, 2025 | 8kGPU | CodeCode Available | 4 |
| Tarsier2: Advancing Large Vision-Language Models from Detailed Video Description to Comprehensive Video Understanding | Jan 14, 2025 | Embodied Question AnsweringHallucination | CodeCode Available | 4 |
| A Survey of State of the Art Large Vision Language Models: Alignment, Benchmark, Evaluations and Challenges | Jan 4, 2025 | FairnessHallucination | CodeCode Available | 4 |
| Halu-J: Critique-Based Hallucination Judge | Jul 17, 2024 | Evidence SelectionHallucination | CodeCode Available | 4 |
| Hallucination of Multimodal Large Language Models: A Survey | Apr 29, 2024 | HallucinationSurvey | CodeCode Available | 4 |
| The All-Seeing Project V2: Towards General Relation Comprehension of the Open World | Feb 29, 2024 | AllHallucination | CodeCode Available | 4 |
| Prismatic VLMs: Investigating the Design Space of Visually-Conditioned Language Models | Feb 12, 2024 | HallucinationObject Localization | CodeCode Available | 4 |
| G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering | Feb 12, 2024 | Common Sense ReasoningGraph Classification | CodeCode Available | 4 |
| LLM-Enhanced Data Management | Feb 4, 2024 | HallucinationManagement | CodeCode Available | 4 |
| Retrieval-Augmented Generation for Large Language Models: A Survey | Dec 18, 2023 | HallucinationRAG | CodeCode Available | 4 |
| Distil-Whisper: Robust Knowledge Distillation via Large-Scale Pseudo Labelling | Nov 1, 2023 | HallucinationKnowledge Distillation | CodeCode Available | 4 |
| Knowledge-tuning Large Language Models with Structured Medical Knowledge Bases for Reliable Response Generation in Chinese | Sep 8, 2023 | Domain AdaptationHallucination | CodeCode Available | 4 |
| Do LLMs Possess a Personality? Making the MBTI Test an Amazing Evaluation for Large Language Models | Jul 30, 2023 | HallucinationPrompt Engineering | CodeCode Available | 4 |
| Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration | Jul 11, 2023 | HallucinationLogic Grid Puzzle | CodeCode Available | 4 |
| Multimodal Chain-of-Thought Reasoning in Language Models | Feb 2, 2023 | HallucinationLanguage Modelling | CodeCode Available | 4 |
| ReAct: Synergizing Reasoning and Acting in Language Models | Oct 6, 2022 | Decision MakingFact Verification | CodeCode Available | 4 |
| AudioTrust: Benchmarking the Multifaceted Trustworthiness of Audio Large Language Models | May 22, 2025 | BenchmarkingFairness | CodeCode Available | 3 |
| Verdict: A Library for Scaling Judge-Time Compute | Feb 25, 2025 | Fact CheckingHallucination | CodeCode Available | 3 |
| Automated Hypothesis Validation with Agentic Sequential Falsifications | Feb 14, 2025 | Decision MakingHallucination | CodeCode Available | 3 |
| VideoRoPE: What Makes for Good Video Rotary Position Embedding? | Feb 7, 2025 | HallucinationPosition | CodeCode Available | 3 |
| Florence-VL: Enhancing Vision-Language Models with Generative Vision Encoder and Depth-Breadth Fusion | Dec 5, 2024 | Contrastive LearningHallucination | CodeCode Available | 3 |
| Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent | Nov 5, 2024 | BenchmarkingHallucination | CodeCode Available | 3 |
| HtmlRAG: HTML is Better Than Plain Text for Modeling Retrieved Knowledge in RAG Systems | Nov 5, 2024 | HallucinationRAG | CodeCode Available | 3 |
| MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models | Oct 16, 2024 | DiagnosticHallucination | CodeCode Available | 3 |
| The Curse of Multi-Modalities: Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio | Oct 16, 2024 | Hallucination | CodeCode Available | 3 |
| Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models | Oct 16, 2024 | HallucinationKnowledge Graphs | CodeCode Available | 3 |
| Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making | Oct 9, 2024 | BenchmarkingDecision Making | CodeCode Available | 3 |
| LLaVA-MoD: Making LLaVA Tiny via MoE Knowledge Distillation | Aug 28, 2024 | Computational EfficiencyHallucination | CodeCode Available | 3 |
| Graph Retrieval-Augmented Generation: A Survey | Aug 15, 2024 | HallucinationRAG | CodeCode Available | 3 |
| RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework | Aug 2, 2024 | BenchmarkingDataset Generation | CodeCode Available | 3 |
| Learning Dynamics of LLM Finetuning | Jul 15, 2024 | Hallucination | CodeCode Available | 3 |
| AutoHallusion: Automatic Generation of Hallucination Benchmarks for Vision-Language Models | Jun 16, 2024 | HallucinationHallucination Evaluation | CodeCode Available | 3 |
| CRAG -- Comprehensive RAG Benchmark | Jun 7, 2024 | HallucinationLanguage Modelling | CodeCode Available | 3 |
| RefChecker: Reference-based Fine-grained Hallucination Checker and Benchmark for Large Language Models | May 23, 2024 | HallucinationSentence | CodeCode Available | 3 |
| RAG and RAU: A Survey on Retrieval-Augmented Language Model in Natural Language Processing | Apr 30, 2024 | Computational EfficiencyHallucination | CodeCode Available | 3 |