Leaderboard Comparing LLM Performance at Producing Hallucinations when Summarizing Short Documents
-
Updated
Dec 18, 2024 - Python
#
hallucinations
Here are 37 public repositories matching this topic...
✨✨Woodpecker: Hallucination Correction for Multimodal Large Language Models. The first work to correct hallucinations in MLLMs.
multimodality hallucination hallucinations large-language-models llm mllm multimodal-large-language-models
-
Updated
Dec 23, 2024 - Python
Official implementation for the paper "DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models"
-
Updated
Apr 24, 2024 - 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
-
Updated
Dec 20, 2024
Alignment toolkit to safeguards LLMs
-
Updated
Dec 13, 2024 - 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
-
Updated
Nov 12, 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
-
Updated
Mar 26, 2024 - Python
Attack to induce LLMs within hallucinations
-
Updated
May 17, 2024 - Python
Code for the EMNLP 2024 paper "Detecting and Mitigating Contextual Hallucinations in Large Language Models Using Only Attention Maps"
-
Updated
Aug 13, 2024 - Python
Initiative to evaluate and rank the most popular LLMs across common task types based on their propensity to hallucinate.
-
Updated
Sep 13, 2024
mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating
benchmark contrastive-learning hallucinations mllm multimodal-large-language-models multimodal-hallucination
-
Updated
Jan 29, 2024 - Python
[ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"
-
Updated
Dec 4, 2024 - Python
Hallucinations (Confabulations) Document-Based Benchmark for RAG
benchmark leaderboard gemini llama language-model claude rag hallucinations ai-evaluation llm llm-benchmarking gpt-4o o1-mini o1-preview confabulations
-
Updated
Nov 5, 2024 - HTML
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
-
Updated
Apr 21, 2024 - 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
-
Updated
Oct 21, 2023
Framework for testing vulnerabilities of large language models (LLM).
python nlp framework ai attack vulnerability-assessment red-team security-tools misinformation red-teaming ai-security rag hallucinations llm llm-security rag-evaluation jailbreaks llm-testing llm-red-team red-team-framework
-
Updated
Dec 23, 2024 - Python
Official repo for SAC3: Reliable Hallucination Detection in Black-Box Language Models via Semantic-aware Cross-check Consistency
-
Updated
May 28, 2024 - Jupyter Notebook
The implementation for EMNLP 2023 paper ”Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge Generators“
llama factuality hallucinations large-language-models nlg-evaluation chatgpt llm-evaluation emnlp2023
-
Updated
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
-
Updated
May 23, 2024 - Python
Improve this page
Add a description, image, and links to the hallucinations topic page so that developers can more easily learn about it.
Add this topic to your repo
To associate your repository with the hallucinations topic, visit your repo's landing page and select "manage topics."