Llm Hallucination Mitigation Transformer Models
There are 26 llm hallucination mitigation models tracked. 1 score above 50 (established tier). The highest-rated is THU-BPM/MarkLLM at 66/100 with 829 stars. 1 of the top 10 are actively maintained.
Get all 26 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... |
|
Established |
| 2 |
git-disl/Vaccine
This is the official code for the paper "Vaccine: Perturbation-aware... |
|
Emerging |
| 3 |
zjunlp/Deco
[ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation |
|
Emerging |
| 4 |
HillZhang1999/ICD
Code & Data for our Paper "Alleviating Hallucinations of Large Language... |
|
Emerging |
| 5 |
voidism/DoLa
Official implementation for the paper "DoLa: Decoding by Contrasting Layers... |
|
Emerging |
| 6 |
kaist-cvml/I-HallA-v1.0
[AAAI 2025] Official Implementation of I-HallA v1.0 |
|
Emerging |
| 7 |
voidism/Lookback-Lens
Code for the EMNLP 2024 paper "Detecting and Mitigating Contextual... |
|
Emerging |
| 8 |
Buyun-Liang/SECA
[NeurIPS 2025] SECA: Semantically Equivalent and Coherent Attacks for... |
|
Emerging |
| 9 |
open-compass/ANAH
[ACL 2024] ANAH & [NeurIPS 2024] ANAH-v2 & [ICLR 2025] Mask-DPO |
|
Emerging |
| 10 |
BillChan226/HALC
[ICML 2024] Official implementation for "HALC: Object Hallucination... |
|
Emerging |
| 11 |
18907305772/KCA
EMNLP'2024: Knowledge Verification to Nip Hallucination in the Bud |
|
Emerging |
| 12 |
amazon-science/THRONE
Code release for THRONE, a CVPR 2024 paper on measuring object... |
|
Emerging |
| 13 |
THU-KEG/WaterBench
[ACL2024-Main] Data and Code for WaterBench: Towards Holistic Evaluation of... |
|
Experimental |
| 14 |
llaraspata/HallucinationDetection
Analyzing the correlation between Hallucinations and Knowledge Conflicts in... |
|
Experimental |
| 15 |
Sayar-212/TheLucidityBound
A Unified Framework for Hallucination Benchmarking and Mitigation in Large... |
|
Experimental |
| 16 |
mala-lab/HaMI
[NeurIPS 2025] Official implementation for ''Robust Hallucination Detection... |
|
Experimental |
| 17 |
WindJammer6/37.-A-Hallucination-Mitigation-Scheme-in-Security-Policy-Generation-with-Large-Language-Models
Source code for the paper: A Hallucination Mitigation Scheme in Security... |
|
Experimental |
| 18 |
utkukose/llm_persona_hallucination_study
Code for the study on persona vectors in controling / understanding... |
|
Experimental |
| 19 |
stbiadmin/diu-halu
Framework for evaluating LLM hallucination detection in Department of... |
|
Experimental |
| 20 |
KhoiBui16/UIT_CS221_Basic_Natural_Language_Processing
The project focuses on classifying hallucinations in Vietnamese LLM outputs... |
|
Experimental |
| 21 |
141forever/UncerSema4HalluDetec
This is the repository for the paper 'Enhancing Uncertainty Modeling with... |
|
Experimental |
| 22 |
AInnovateLab/watermark-collision
[NAACL'25 Findings] Lost in Overlap: Exploring Logit-based Watermark... |
|
Experimental |
| 23 |
schipp/hallucination_guarantees
A pipeline that gives probabilistic guarantees for reducing contextual... |
|
Experimental |
| 24 |
sambhashana/BHRAM-IL
BHRAM-IL: A Benchmark for Hallucination Recognition and Assessment in... |
|
Experimental |
| 25 |
ComputerVisionFans/LLM-Hallucination-Traffic-Incidents-Dataset
Accepted by NAACL 2025, GenAI Project with targeting of exploring LLM... |
|
Experimental |
| 26 |
ChanLiang/WatME
[ACL 2024] WatME: Towards Lossless Watermarking Through Lexical Redundancy |
|
Experimental |