Leaderboard Comparing LLM Performance at Producing Hallucinations when Summarizing Short Documents
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May 11, 2026 - Python
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hallucinations
Here are 38 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
Red Teaming python-framework for testing chatbots and GenAI systems.
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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May 20, 2026 - 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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Jun 7, 2025 - Python
Attack to induce LLMs within hallucinations
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May 17, 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
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
Dataset and evaluation script for "Evaluating Hallucinations in Chinese Large Language Models"
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Jun 5, 2024 - Python
[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
[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
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
[EMNLP 2023] Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge Generators
llama factuality hallucinations large-language-models nlg-evaluation chatgpt llm-evaluation emnlp2023
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Jan 22, 2024 - Python
DCR-Consistency: Divide-Conquer-Reasoning for Consistency Evaluation and Improvement of Large Language Models
consistency summarization blackbox divide-and-conquer-approach hallucinations large-language-models llm llm-evaluation
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May 23, 2024 - Python
Code for Controlling Hallucinations at Word Level in Data-to-Text Generation (C. Rebuffel, M. Roberti, L. Soulier, G. Scoutheeten, R. Cancelliere, P. Gallinari)
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Jun 12, 2023 - Python
Transactional Memory for AI Agents - Keep SQL and Vector DBs in sync with ACID-like guarantees
python state-management consistency rag pydantic hallucinations langchain llmops chromadb llm-agents langgraph ai-memory agent-memory
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Mar 30, 2026 - Python
Code for PARENTing via Model-Agnostic Reinforcement Learning to Correct Pathological Behaviors in Data-to-Text Generation (Rebuffel, Soulier, Scoutheeten, Gallinari; INLG 2020)
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Jun 15, 2021 - Python
A PyTorch implementation of the paper Thinking Hallucination for Video Captioning.
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Jul 30, 2023 - Python
The full pipeline of creating UHGEval hallucination dataset
benchmark pipeline evaluation dataset unconstrained hallucinations large-language-models llm chatgpt uhgeval
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Feb 15, 2024 - Python
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