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 37 public repositories matching this topic...
✨✨Woodpecker: Hallucination Correction for Multimodal Large Language Models. The first work to correct hallucinations in MLLMs
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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Nov 7, 2024 - 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
[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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Nov 12, 2024 - Python
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
[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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Dec 17, 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
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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Mar 28, 2024 - Python
Code & Data for our Paper "Alleviating Hallucinations of Large Language Models through Induced Hallucinations"
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Feb 27, 2024 - Python
OLAPH: Improving Factuality in Biomedical Long-form Question Answering
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Sep 10, 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
[ACL 2024] An Easy-to-use Hallucination Detection Framework for LLMs.
natural-language-processing artificial-intelligence knowledge-graph generation multimodal hallucination aigc large-language-models generative-ai model-editing knowledge-editing multimodal-large-language-models knowlm easydetect hallucination-detection
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Sep 27, 2024 - Python
EMNLP'2024: Knowledge Verification to Nip Hallucination in the Bud
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Mar 10, 2024 - Python
NoMIRACL: A multilingual hallucination evaluation dataset to evaluate LLM robustness in RAG against first-stage retrieval errors on 18 languages.
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Nov 29, 2024 - Python
🧙🏻Code and benchmark for our Findings of ACL 2024 paper - "TimeChara: Evaluating Point-in-Time Character Hallucination of Role-Playing Large Language Models"
nlp benchmark role-playing dialogue dataset reasoning hallucination gpt-4 large-language-models llm llm-agent acl2024
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Dec 20, 2024 - Python
🔎Official code for our paper: "VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation".
uncertainty uncertainty-quantification multi-modal uncertainty-estimation uncertainty-analysis hallucination vision-language vision-language-model large-vision-language-model hallucination-evaluation hallucination-detection multi-modal-large-language-model
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Dec 19, 2024 - Python
Official code for 'Tackling Structural Hallucination in Image Translation with Local Diffusion' (ECCV'24 Oral)
computer-vision deep-learning medical-imaging hallucination out-of-distribution out-of-distribution-detection diffusion-models
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Sep 17, 2024 - Python
A novel alignment framework that leverages image retrieval to mitigate hallucinations in Vision Language Models.
alignment safety vlm post-training ppo hallucination dpo large-language-models llm rlhf mllm vision-language-model multimodal-large-language-models hallucination-mitigation
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Feb 19, 2025 - Python
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