Loki: Open-source solution designed to automate the process of verifying factuality
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Oct 3, 2024 - Python
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hallucination
Here are 87 public repositories matching this topic...
UQLM: Uncertainty Quantification for Language Models, is a Python package for UQ-based LLM hallucination detection
uncertainty-quantification uncertainty-estimation ai-safety confidence-score hallucination confidence-estimation ai-evaluation llm llm-evaluation llm-safety hallucination-evaluation hallucination-detection hallucination-mitigation llm-hallucination
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Aug 5, 2025 - Python
Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models
reliability calibration safety awesome-list uncertainty-quantification uncertainty-estimation robustness hallucination gpt-3 gpt-4 in-context-learning large-language-models prompt-engineering prompting llms chain-of-thought chatgpt
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May 21, 2025
✨✨Woodpecker: Hallucination Correction for Multimodal Large Language Models
multimodality hallucination hallucinations large-language-models llm mllm multimodal-large-language-models
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Dec 23, 2024 - Python
RefChecker provides automatic checking pipeline and benchmark dataset for detecting fine-grained hallucinations generated by Large Language Models.
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May 16, 2025 - Python
WFGY — Semantic Reasoning Engine for LLMs (MIT) (WanFaGuiYi / 萬法歸一) Fixes RAG/OCR drift, interpretation collapse, and “ghost matches” with symbolic overlays + logic patches. ⭐️ Star if you’re exploring semantic RAG or hallucination mitigation.
open-source transformer knowledge-graph alignment semantic-engine embedding reasoning hallucination rag symbolic-reasoning llm semantic-inference ai-interpretability semantic-resonance txt-os wanfaguiyi semantic-tension semantic-residue
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Aug 6, 2025 - Python
[CVPR'24] HallusionBench: You See What You Think? Or You Think What You See? An Image-Context Reasoning Benchmark Challenging for GPT-4V(ision), LLaVA-1.5, and Other Multi-modality Models
benchmark benchmarks lmm hallucination gpt-4 large-language-models llm llava large-vision-language-models vlms gpt-4v
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Nov 13, 2024 - Python
[ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning
evaluation vision vqa llama object-detection gpt evaluation-metrics iclr multimodal vision-and-language hallucination vicuna gpt-4 foundation-models prompt-engineering chatgpt llava iclr2024
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Mar 13, 2024 - Python
[ICLR 2025] LLaVA-MoD: Making LLaVA Tiny via MoE-Knowledge Distillation
moe preference knowledge-distillation distillation kd hallucination mixture-of-experts large-language-models llm rlhf mllm llava multimodal-large-language-models qwen
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Mar 31, 2025 - Python
[ACL 2024] User-friendly evaluation framework: Eval Suite & Benchmarks: UHGEval, HaluEval, HalluQA, etc.
benchmark evaluation dataset openai hallucination huggingface huggingface-transformers ceval gpt-3 openai-api hallucinations gpt-4 large-language-models llm chatgpt qwen hallucination-evaluation hallucination-detection
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Jun 7, 2025 - Python
Explore concepts like Self-Correct, Self-Refine, Self-Improve, Self-Contradict, Self-Play, and Self-Knowledge, alongside o1-like reasoning elevation🍓 and hallucination alleviation🍄.
decoding self-improvement knowledge-distillation data-augmentation reasoning self-consistency preference-learning hallucination self-correction attention-head large-language-models chain-of-thought large-language-model internal-consistency self-feedback self-refine self-correct
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Dec 7, 2024 - Jupyter Notebook
up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources
mlm hallucination large-language-models llm mllm large-vision-language-models multimodal-large-language-models hallucination-evaluation hallucination-detection vision-language-models lvlm hallucination-mitigation hallucination-survey hallucination-research hallucination-benchmark multimodal-language-model
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Jul 27, 2025
[NeurIPS 2024] Knowledge Circuits in Pretrained Transformers
natural-language-processing artificial-intelligence transformer circuit interpretability hallucination large-language-models model-editing knowledge-editing knowledge-edting knowledge-circuit
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Feb 20, 2025 - Python
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Sep 10, 2024 - JavaScript
😎 curated list of awesome LMM hallucinations papers, methods & resources.
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Mar 23, 2024
Code for ACL 2024 paper "TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful Space"
safety llama representation language-model mistral explainable-ai hallucination baichuan hallucinations gpt-4 truthfulness llm llms chatgpt chatglm llm-inference llama2 llama3
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Mar 26, 2024 - Python
[ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation
natural-language-processing decoding artificial-intelligence doco hallucination large-language-models mllm multimodal-large-language-models hallucination-mitigation iclr2025
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Dec 10, 2024 - Python
[IJCAI 2024] FactCHD: Benchmarking Fact-Conflicting Hallucination Detection
benchmark natural-language-processing knowledge dataset factual hallucination large-language-models factchd
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Apr 28, 2024 - Python
[ACM Multimedia 2025] This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual Debias Decoding strategy.
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Feb 22, 2025 - Python
Code scanner to check for issues in prompts and LLM calls
cli security ai linter evaluation code-scanning red-teaming ai-security hallucination ai-evaluation llm prompt-injection llm-security ai-code-review llm-evaluation owasp-llm-top-10 ai-performance ai-red-teaming llm-performance
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Apr 6, 2025 - Python
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