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 57 public repositories matching this topic...
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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Jun 18, 2024
✨✨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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Jun 17, 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
[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
[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
[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
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
😎 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
[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
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Sep 10, 2024 - JavaScript
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
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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Dec 10, 2024
Official repo for the paper PHUDGE: Phi-3 as Scalable Judge. Evaluate your LLMs with or without custom rubric, reference answer, absolute, relative and much more. It contains a list of all the available tool, methods, repo, code etc to detect hallucination, LLM evaluation, grading and much more.
nlp ai evaluation ml pytorch judge feedback-collection sota custom-dataset finetuning hallucination llm llm-evaluation hallucination-detection phi-3
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Jul 10, 2024 - Jupyter Notebook
"Enhancing LLM Factual Accuracy with RAG to Counter Hallucinations: A Case Study on Domain-Specific Queries in Private Knowledge-Bases" by Jiarui Li and Ye Yuan and Zehua Zhang
nlp machine-learning web-crawler llama datasets dataset-generation system-design hallucination rag large-language-models llm
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Mar 18, 2024 - HTML
OLAPH: Improving Factuality in Biomedical Long-form Question Answering
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Sep 10, 2024 - Python
Official Implementation of 3D-GRAND: Towards Better Grounding and Less Hallucination for 3D-LLMs
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Jun 13, 2024
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