hallucination

Here are 128 public repositories matching this topic...

onestardao / WFGY

WFGY 2.0. Semantic Reasoning Engine for LLMs (MIT). Fixes RAG/OCR drift, collapse & “ghost matches” via symbolic overlays + logic patches. Autoboot; OneLine & Flagship. ⭐ Star if you explore 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

Updated Oct 14, 2025
Python

Libr-AI / OpenFactVerification

Star

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

ai hallucination factuality

Updated Oct 3, 2024
Python

cvs-health / uqlm

Star

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

Updated Dec 21, 2025
Python

jxzhangjhu / Awesome-LLM-Uncertainty-Reliability-Robustness

Star

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

Updated May 21, 2025

VITA-MLLM / Woodpecker

Star

✨✨Woodpecker: Hallucination Correction for Multimodal Large Language Models

multimodality hallucination hallucinations large-language-models llm mllm multimodal-large-language-models

Updated Dec 23, 2024
Python

MigoXLab / dingo

Star

Dingo: A Comprehensive AI Data, Model and Application Quality Evaluation Tool

Updated Dec 24, 2025
JavaScript

amazon-science / RefChecker

Star

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

hallucination factuality llms

Updated May 16, 2025
Python

tianyi-lab / HallusionBench

Star

[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

Updated Oct 14, 2025
Python

FuxiaoLiu / LRV-Instruction

Star

[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

Updated Mar 13, 2024
Python

NishilBalar / Awesome-LVLM-Hallucination

Star

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

Updated Oct 3, 2025

shufangxun / LLaVA-MoD

Star

[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

Updated Mar 31, 2025
Python

IAAR-Shanghai / UHGEval

Star

[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

Updated Jun 7, 2025
Python

AmourWaltz / Reliable-LLM

Star

knowledge uncertainty reliable hallucination

Updated Sep 10, 2024
JavaScript

IAAR-Shanghai / ICSFSurvey

Star

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