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

✨✨Woodpecker: Hallucination Correction for Multimodal Large Language Models. The first work to correct hallucinations in MLLMs.

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

[ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning

[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

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

Code for ACL 2024 paper "TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful Space"

[IJCAI 2024] FactCHD: Benchmarking Fact-Conflicting Hallucination Detection

[NeurIPS 2024] Knowledge Circuits in Pretrained Transformers

This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual Debias Decoding strategy.

Code & Data for our Paper "Alleviating Hallucinations of Large Language Models through Induced Hallucinations"

OLAPH: Improving Factuality in Biomedical Long-form Question Answering

EMNLP'2024: Knowledge Verification to Nip Hallucination in the Bud

[ACL 2024] An Easy-to-use Hallucination Detection Framework for LLMs.

🧙🏻Code and benchmark for our Findings of ACL 2024 paper - "TimeChara: Evaluating Point-in-Time Character Hallucination of Role-Playing Large Language Models"

MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation

This repository contains the code of our paper 'Skip \n: A simple method to reduce hallucination in Large Vision-Language Models'.

Official code for 'Tackling Structural Hallucination in Image Translation with Local Diffusion' (ECCV'24 Oral)

Can Knowledge Editing Really Correct Hallucinations?

Controlled HALlucination-Evaluation (CHALE) Question-Answering Dataset