Llm Hallucination Mitigation Transformer Models

There are 12 llm hallucination mitigation models tracked. 1 score above 50 (established tier). The highest-rated is THU-BPM/MarkLLM at 68/100 with 829 stars and 133 monthly downloads. 1 of the top 10 are actively maintained.

Get all 12 projects as JSON

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# Model Score Tier
1 THU-BPM/MarkLLM

MarkLLM: An Open-Source Toolkit for LLM Watermarking.(EMNLP 2024 System...

68
Established
2 git-disl/Vaccine

This is the official code for the paper "Vaccine: Perturbation-aware...

37
Emerging
3 zjunlp/Deco

[ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation

32
Emerging
4 HillZhang1999/ICD

Code & Data for our Paper "Alleviating Hallucinations of Large Language...

31
Emerging
5 voidism/DoLa

Official implementation for the paper "DoLa: Decoding by Contrasting Layers...

30
Emerging
6 kaist-cvml/I-HallA-v1.0

[AAAI 2025] Official Implementation of I-HallA v1.0

29
Experimental
7 voidism/Lookback-Lens

Code for the EMNLP 2024 paper "Detecting and Mitigating Contextual...

29
Experimental
8 Buyun-Liang/SECA

[NeurIPS 2025] SECA: Semantically Equivalent and Coherent Attacks for...

26
Experimental
9 BillChan226/HALC

[ICML 2024] Official implementation for "HALC: Object Hallucination...

25
Experimental
10 open-compass/ANAH

[ACL 2024] ANAH & [NeurIPS 2024] ANAH-v2 & [ICLR 2025] Mask-DPO

25
Experimental
11 THU-KEG/WaterBench

[ACL2024-Main] Data and Code for WaterBench: Towards Holistic Evaluation of...

22
Experimental
12 mala-lab/HaMI

[NeurIPS 2025] Official implementation for ''Robust Hallucination Detection...

19
Experimental