19 results found Sort:

vectara
hallucination-leaderboard vectara
50
1.3k
apache-2.0
37
Leaderboard Comparing LLM Performance at Producing Hallucinations when Summarizing Short Documents
llm generative-ai hallucinations
Created 2023-10-31
263 commits to main branch, last one 3 days ago
EdinburghNLP
awesome-hallucination-detection EdinburghNLP
59
698
apache-2.0
25
List of papers on hallucination detection in LLMs.
nlp llms hallucinations
Created 2023-09-15
147 commits to main branch, last one a day ago
BradyFU
Woodpecker BradyFU
29
619
unknown
15
✨✨Woodpecker: Hallucination Correction for Multimodal Large Language Models. The first work to correct hallucinations in MLLMs.
llm mllm hallucination multimodality hallucinations large-language-models multimodal-large-language-models
Created 2023-09-26
106 commits to main branch, last one 6 months ago
voidism
DoLa voidism
56
443
unknown
4
Official implementation for the paper "DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models"
factuality hallucinations large-language-models
Created 2023-08-21
28 commits to main branch, last one 8 months ago
MinghuiChen43
awesome-trustworthy-deep-learning MinghuiChen43
35
345
mit
13
A curated list of trustworthy deep learning papers. Daily updating...
privacy backdoor fairness green-ai security causality ownership poisoning robustness uncertainty ai-alignment watermarking deep-learning hallucinations gradient-leakage machine-unlearning interpretable-deep-learning membership-inference-attack adversarial-machine-learning out-of-distribution-generalization
Created 2020-07-19
646 commits to master branch, last one a day ago
pegasi-ai
pegasi-shield pegasi-ai
45
317
agpl-3.0
10
Alignment toolkit to safeguards LLMs
rag safety accuracy security rag-metrics hallucinations retrieval-augmented-generation
Created 2023-04-13
119 commits to main branch, last one 8 days ago
IAAR-Shanghai
UHGEval IAAR-Shanghai
17
185
apache-2.0
12
[ACL 2024] User-friendly evaluation framework: Eval Suite & Benchmarks: UHGEval, HaluEval, HalluQA, etc.
llm qwen ceval gpt-3 gpt-4 openai chatgpt dataset benchmark evaluation openai-api huggingface hallucination hallucinations large-language-models hallucination-detection hallucination-evaluation huggingface-transformers
Created 2023-11-06
167 commits to main branch, last one about a month ago
ictnlp
TruthX ictnlp
6
134
gpl-3.0
5
Code for ACL 2024 paper "TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful Space"
llm llms gpt-4 llama llama2 llama3 safety chatglm chatgpt mistral baichuan truthfulness hallucination llm-inference explainable-ai hallucinations language-model representation
Created 2024-02-27
18 commits to main branch, last one 9 months ago
voidism
Lookback-Lens voidism
6
115
unknown
3
Code for the EMNLP 2024 paper "Detecting and Mitigating Contextual Hallucinations in Large Language Models Using Only Attention Maps"
factuality hallucinations text-generation large-language-models hallucination-detection
Created 2024-07-08
7 commits to main branch, last one 4 months ago
PKU-YuanGroup
Hallucination-Attack PKU-YuanGroup
13
113
mit
2
Attack to induce LLMs within hallucinations
llm nlp ai-safety llm-safety deep-learning hallucinations machine-learning adversarial-attacks
Created 2023-09-29
22 commits to master branch, last one about a year ago
rungalileo
hallucination-index rungalileo
7
104
unknown
7
Initiative to evaluate and rank the most popular LLMs across common task types based on their propensity to hallucinate.
llm rag openai hallucinations llm-evaluation large-language-models retrieval-augmented-generation
Created 2023-11-15
7 commits to main branch, last one 3 months ago
X-PLUG
mPLUG-HalOwl X-PLUG
2
82
mit
1
mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating
mllm benchmark hallucinations contrastive-learning multimodal-hallucination multimodal-large-language-models
Created 2024-01-18
14 commits to main branch, last one 10 months ago
BillChan226
HALC BillChan226
1
72
mit
3
[ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"
lvlms hallucinations large-language-models
Created 2023-11-03
139 commits to OH_zoo branch, last one 17 days ago
lechmazur
confabulations lechmazur
2
55
unknown
1
Hallucinations (Confabulations) Document-Based Benchmark for RAG
llm rag llama claude gemini gpt-4o o1-mini benchmark o1-preview leaderboard ai-evaluation confabulations hallucinations language-model llm-benchmarking
Created 2024-10-10
36 commits to master branch, last one about a month ago
OpenKG-ORG
EasyDetect OpenKG-ORG
3
48
apache-2.0
4
An Easy-to-use Hallucination Detection Framework for LLMs.
aigc easydetect generation genrative-ai hallucinations knowledge-graph large-language-models hallucination-detection natural-language-processing multimodal-large-language-models
Created 2023-12-31
56 commits to main branch, last one 8 months ago
hongbinye
Cognitive-Mirage-Hallucinations-in-LLMs hongbinye
1
47
mit
1
Repository for the paper "Cognitive Mirage: A Review of Hallucinations in Large Language Models"
survery dialog-system hallucinations mindset-society cross-modal-system assessment-feedback machine-translation question-and-answer parameter-adaptation summarization-system large-language-models leverage-external-knowledge natural-language-generation
Created 2023-09-11
9 commits to main branch, last one about a year ago
RomiconEZ
llamator RomiconEZ
2
36
other
3
Framework for testing vulnerabilities of large language models (LLM).
ai llm nlp rag attack python red-team framework jailbreaks ai-security llm-testing red-teaming llm-red-team llm-security hallucinations misinformation rag-evaluation security-tools red-team-framework vulnerability-assessment
Created 2024-09-05
4 commits to release branch, last one 5 days ago
intuit
sac3 intuit
7
33
apache-2.0
11
Official repo for SAC3: Reliable Hallucination Detection in Black-Box Language Models via Semantic-aware Cross-check Consistency
llm blackbox semantic consistency reliability hallucinations large-language-models
Created 2023-10-24
28 commits to main branch, last one 6 months ago
ChanLiang
CONNER ChanLiang
2
30
unknown
3
The implementation for EMNLP 2023 paper ”Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge Generators“
llama chatgpt emnlp2023 factuality hallucinations llm-evaluation nlg-evaluation large-language-models
Created 2023-10-12
12 commits to main branch, last one 11 months ago