hallucination · GitHub Topics

Loki: Open-source solution designed to automate the process of verifying factuality

Python 1.1 k

10 个月前

#大语言模型#UQLM: Uncertainty Quantification for Language Models, is a Python package for UQ-based LLM hallucination detection

ai-safety hallucination 大语言模型 llm-evaluation uncertainty-estimation uncertainty-quantification

Python 821

1 天前

jxzhangjhu / Awesome-LLM-Uncertainty-Reliability-Robustness

#Awesome#Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models

Awesome Lists calibration gpt-3 gpt-4 大语言模型 reliability robustness safety uncertainty-estimation uncertainty-quantification ChatGPT prompt-engineering prompting chain-of-thought in-context-learning large-language-models hallucination

774

2 个月前

VITA-MLLM / Woodpecker

#大语言模型#✨✨Woodpecker: Hallucination Correction for Multimodal Large Language Models

hallucination hallucinations large-language-models 大语言模型 mllm multimodal-large-language-models multimodality

Python 640

7 个月前

amazon-science / RefChecker

RefChecker provides automatic checking pipeline and benchmark dataset for detecting fine-grained hallucinations generated by Large Language Models.

factuality hallucination 大语言模型

Python 382

2 个月前

tianyi-lab / HallusionBench

#大语言模型#[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 vlms gpt-4 gpt-4v llava benchmarks hallucination 大语言模型 lmm large-language-models large-vision-language-models

Python 293

9 个月前

FuxiaoLiu / LRV-Instruction

#大语言模型#[ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning

evaluation gpt-4 hallucination object-detection vision vqa llama vicuna llava gpt multimodal prompt-engineering ChatGPT evaluation-metrics foundation-models vision-and-language iclr iclr2024

Python 284

1 年前

shufangxun / LLaVA-MoD

#大语言模型#[ICLR 2025] LLaVA-MoD: Making LLaVA Tiny via MoE-Knowledge Distillation

mixture-of-experts multimodal-large-language-models knowledge-distillation hallucination rlhf llava qwen 大语言模型 mllm moe large-language-models distillation

Python 185

4 个月前

onestardao / WFGY

#大语言模型#Semantic Reasoning Engine for LLMs · WFGY 推理引擎 / 萬法歸一

alignment embedding knowledge-graph 大语言模型 Open Source reasoning semantic-engine transformer hallucination rag

Python 171

5 天前

IAAR-Shanghai / ICSFSurvey

Explore concepts like Self-Correct, Self-Refine, Self-Improve, Self-Contradict, Self-Play, and Self-Knowledge, alongside o1-like reasoning elevation🍓 and hallucination alleviation🍄.

大语言模型 large-language-models self-improvement chain-of-thought hallucination reasoning data-augmentation decoding knowledge-distillation

Jupyter Notebook 170

8 个月前

IAAR-Shanghai / UHGEval

#大语言模型#[ACL 2024] User-friendly evaluation framework: Eval Suite & Benchmarks: UHGEval, HaluEval, HalluQA, etc.

benchmark dataset evaluation 大语言模型 ChatGPT gpt-3 gpt-4 hallucinations large-language-models qwen hallucination huggingface huggingface-transformers openai openai-api ceval

Python 170

2 个月前

zjunlp / KnowledgeCircuits

#自然语言处理#[NeurIPS 2024] Knowledge Circuits in Pretrained Transformers

人工智能 interpretability large-language-models 自然语言处理 circuit hallucination transformer

Python 150

5 个月前

xieyuquanxx / awesome-Large-MultiModal-Hallucination

😎 curated list of awesome LMM hallucinations papers, methods & resources.

hallucination multi-modal lmm multimodal

149

1 年前

NishilBalar / Awesome-LVLM-Hallucination

#大语言模型#up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources

hallucination large-vision-language-models multimodal-large-language-models large-language-models 大语言模型 mllm

149

4 天前

ictnlp / TruthX

#大语言模型#Code for ACL 2024 paper "TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful Space"

hallucinations language-model 大语言模型 llm-inference baichuan chatglm ChatGPT gpt-4 hallucination llama llama2 mistral safety representation explainable-ai llama3

Python 147

1 年前

AmourWaltz / Reliable-LLM

hallucination knowledge reliable uncertainty

JavaScript 147

1 年前

zjunlp / Deco

#自然语言处理#[ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation

人工智能 decoding hallucination large-language-models mllm multimodal-large-language-models 自然语言处理 iclr2025

Python 92

8 个月前

zjunlp / FactCHD

#自然语言处理#[IJCAI 2024] FactCHD: Benchmarking Fact-Conflicting Hallucination Detection

large-language-models hallucination knowledge 自然语言处理 benchmark dataset

Python 88

1 年前

yfzhang114 / LLaVA-Align

[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.

hallucination large-vision-language-models

Python 81

5 个月前

kereva-dev / kereva-scanner

#大语言模型#Code scanner to check for issues in prompts and LLM calls

code-scanning hallucination 大语言模型 llm-evaluation llm-security prompt-injection evaluation linter red-teaming 安全人工智能 ai-security 命令行界面

Python 69

4 个月前