Leaderboard Comparing LLM Performance at Producing Hallucinations when Summarizing Short Documents
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Nov 7, 2025 - Python
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hallucinations
Here are 56 public repositories matching this topic...
✨✨Woodpecker: Hallucination Correction for Multimodal Large Language Models
multimodality hallucination hallucinations large-language-models llm mllm multimodal-large-language-models
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Dec 23, 2024 - Python
Official implementation for the paper "DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models"
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Jan 17, 2025 - Python
A curated list of trustworthy deep learning papers. Daily updating...
security privacy deep-learning backdoor uncertainty ownership causality fairness watermarking poisoning robustness adversarial-machine-learning machine-unlearning interpretable-deep-learning ai-alignment green-ai membership-inference-attack hallucinations gradient-leakage out-of-distribution-generalization
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Nov 4, 2025
Deploy once. Continuously improve your AI agents in production.
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Nov 7, 2025 - Python
Hallucinations (Confabulations) Document-Based Benchmark for RAG. Includes human-verified questions and answers.
benchmark leaderboard gemini llama language-model claude rag o1 hallucinations ai-evaluation llm gemini-pro llm-benchmarking confabulations deepseek-r1 o3-mini
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Aug 7, 2025 - HTML
[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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Jun 7, 2025 - Python
Framework for testing vulnerabilities of large language models (LLM).
python nlp agent ai attack jailbreak owasp vulnerability red-team security-tools misinformation ai-security rag red-team-tools hallucinations llm llm-security rag-evaluation llm-testing llm-read-team
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Sep 24, 2025 - Python
Attack to induce LLMs within hallucinations
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May 17, 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
Code for the EMNLP 2024 paper "Detecting and Mitigating Contextual Hallucinations in Large Language Models Using Only Attention Maps"
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Oct 13, 2025 - Python
Dataset and evaluation script for "Evaluating Hallucinations in Chinese Large Language Models"
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Jun 5, 2024 - Python
Initiative to evaluate and rank the most popular LLMs across common task types based on their propensity to hallucinate.
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Jul 28, 2025
[ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"
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Dec 4, 2024 - Python
mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating
benchmark contrastive-learning hallucinations mllm multimodal-large-language-models multimodal-hallucination
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Jan 29, 2024 - Python
An Easy-to-use Hallucination Detection Framework for LLMs.
natural-language-processing knowledge-graph generation hallucinations aigc large-language-models multimodal-large-language-models genrative-ai easydetect hallucination-detection
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Apr 21, 2024 - Python
[CVPR 2025] Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens
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Oct 9, 2025 - Python
Repository for the paper "Cognitive Mirage: A Review of Hallucinations in Large Language Models"
machine-translation natural-language-generation question-and-answer dialog-system survery hallucinations large-language-models summarization-system cross-modal-system assessment-feedback leverage-external-knowledge parameter-adaptation mindset-society
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Oct 21, 2023
Official repo for SAC3: Reliable Hallucination Detection in Black-Box Language Models via Semantic-aware Cross-check Consistency
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Jan 18, 2025 - Jupyter Notebook
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