Official implementation for the paper "DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models"
☆543Jan 17, 2025Updated last year
Alternatives and similar repositories for DoLa
Users that are interested in DoLa are comparing it to the libraries listed below
Sorting:
- Inference-Time Intervention: Eliciting Truthful Answers from a Language Model☆573Jan 28, 2025Updated last year
- contrastive decoding☆206Nov 14, 2022Updated 3 years ago
- Code & Data for our Paper "Alleviating Hallucinations of Large Language Models through Induced Hallucinations"☆69Feb 27, 2024Updated 2 years ago
- In-Context Sharpness as Alerts: An Inner Representation Perspective for Hallucination Mitigation (ICML 2024)☆62Mar 30, 2024Updated last year
- Reading list of hallucination in LLMs. Check out our new survey paper: "Siren’s Song in the AI Ocean: A Survey on Hallucination in Large …☆1,078Sep 27, 2025Updated 5 months ago
- [CVPR 2024 Highlight] Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding☆387Oct 7, 2024Updated last year
- [CVPR 2024 Highlight] OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allo…☆401Aug 24, 2024Updated last year
- ☆60Nov 18, 2024Updated last year
- ☆89Nov 11, 2022Updated 3 years ago
- [ICML 2024] Official implementation for "HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding"☆110Dec 4, 2024Updated last year
- Code for ACL 2024 paper "TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful Space"☆143Mar 26, 2024Updated last year
- 😎 curated list of awesome LMM hallucinations papers, methods & resources.☆150Mar 23, 2024Updated last year
- A package to evaluate factuality of long-form generation. Original implementation of our EMNLP 2023 paper "FActScore: Fine-grained Atomic…☆420Apr 13, 2025Updated 11 months ago
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆155Apr 30, 2024Updated last year
- TruthfulQA: Measuring How Models Imitate Human Falsehoods☆891Jan 16, 2025Updated last year
- [ACL 2024] An Easy-to-use Knowledge Editing Framework for LLMs.☆2,745Mar 4, 2026Updated 2 weeks ago
- Official Code for EMNLP2023 Main Conference paper: "KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination Detec…☆30Nov 14, 2023Updated 2 years ago
- ☆49Jan 7, 2024Updated 2 years ago
- This is the repository of HaluEval, a large-scale hallucination evaluation benchmark for Large Language Models.☆567Feb 12, 2024Updated 2 years ago
- Code for the EMNLP 2024 paper "Detecting and Mitigating Contextual Hallucinations in Large Language Models Using Only Attention Maps"☆147Oct 13, 2025Updated 5 months ago
- Unofficial re-implementation of "Trusting Your Evidence: Hallucinate Less with Context-aware Decoding"☆33Nov 22, 2024Updated last year
- [EMNLP'23] Code for "Non-autoregressive Text Editing with Copy-aware Latent Alignments".☆20Oct 17, 2023Updated 2 years ago
- [EMNLP 2023] Enabling Large Language Models to Generate Text with Citations. Paper: https://arxiv.org/abs/2305.14627☆510Oct 9, 2024Updated last year
- Code and data for the FACTOR paper☆53Nov 15, 2023Updated 2 years ago
- SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models☆605Jun 26, 2024Updated last year
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆166Nov 6, 2024Updated last year
- Deita: Data-Efficient Instruction Tuning for Alignment [ICLR2024]☆591Dec 9, 2024Updated last year
- LOMO: LOw-Memory Optimization☆989Jul 2, 2024Updated last year
- Locating and editing factual associations in GPT (NeurIPS 2022)☆736Apr 20, 2024Updated last year
- ☆187Jul 2, 2025Updated 8 months ago
- code for paper "Discerning and Resolving Knowledge Conflicts through Adaptive Decoding with Contextual Information-Entropy Constraint"☆12Sep 29, 2024Updated last year
- ⛷️ LLaMA-MoE: Building Mixture-of-Experts from LLaMA with Continual Pre-training (EMNLP 2024)☆1,002Dec 6, 2024Updated last year
- Reference implementation for DPO (Direct Preference Optimization)☆2,866Aug 11, 2024Updated last year
- List of papers on hallucination detection in LLMs.☆1,060Jan 11, 2026Updated 2 months ago
- Implementation of "Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation"☆82Jul 31, 2023Updated 2 years ago
- The repository of CLEME (EMNLP 2023) and CLEME2.0 (ACL 2025)☆12May 17, 2025Updated 10 months ago
- REST: Retrieval-Based Speculative Decoding, NAACL 2024☆215Mar 5, 2026Updated 2 weeks ago
- This includes the original implementation of SELF-RAG: Learning to Retrieve, Generate and Critique through self-reflection by Akari Asai,…☆2,340May 25, 2024Updated last year
- LLM hallucination paper list☆331Mar 11, 2024Updated 2 years ago