{"id":28385541,"url":"https://github.com/x-plug/mplug-halowl","last_synced_at":"2025-08-31T01:35:05.061Z","repository":{"id":218162141,"uuid":"744983196","full_name":"X-PLUG/mPLUG-HalOwl","owner":"X-PLUG","description":"mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating","archived":false,"fork":false,"pushed_at":"2024-01-29T03:35:53.000Z","size":14618,"stargazers_count":95,"open_issues_count":8,"forks_count":2,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-06-26T06:38:17.186Z","etag":null,"topics":["benchmark","contrastive-learning","hallucinations","mllm","multimodal-hallucination","multimodal-large-language-models"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/X-PLUG.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2024-01-18T12:05:09.000Z","updated_at":"2025-05-29T10:10:28.000Z","dependencies_parsed_at":"2025-06-26T06:43:09.446Z","dependency_job_id":null,"html_url":"https://github.com/X-PLUG/mPLUG-HalOwl","commit_stats":null,"previous_names":["x-plug/mplug-halowl"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/X-PLUG/mPLUG-HalOwl","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/X-PLUG%2FmPLUG-HalOwl","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/X-PLUG%2FmPLUG-HalOwl/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/X-PLUG%2FmPLUG-HalOwl/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/X-PLUG%2FmPLUG-HalOwl/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/X-PLUG","download_url":"https://codeload.github.com/X-PLUG/mPLUG-HalOwl/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/X-PLUG%2FmPLUG-HalOwl/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":272930002,"owners_count":25017057,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-08-30T02:00:09.474Z","response_time":77,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["benchmark","contrastive-learning","hallucinations","mllm","multimodal-hallucination","multimodal-large-language-models"],"created_at":"2025-05-30T10:40:37.131Z","updated_at":"2025-08-31T01:35:05.055Z","avatar_url":"https://github.com/X-PLUG.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating\n\n![logo](owl.png?v=1\u0026type=image)\n\n# Works\n - [AMBER](https://github.com/X-PLUG/mPLUG-HalOwl/tree/main/AMBER) --- An Automated Multi-dimensional Benchmark for Multi-modal Hallucination Evaluation ![logo](AMBER.jpg?v=1\u0026type=image)\n - [HACL](https://arxiv.org/abs/2312.06968) --- Hallucination Augmented Contrastive Learning for Multimodal Large Language Model. ![logo](hacl.png?v=1\u0026type=image)\n - [HaELM](https://github.com/X-PLUG/mPLUG-HalOwl/tree/main/HaELM) --- An automatic MLLM hallucination detection framework.![logo](HaELM.png?v=1\u0026type=image)\n# License\nThe content of this project itself is licensed under [LICENSE](LICENSE).\n\n# Citation\nIf you found our works useful, consider giving this repository a star and citing our paper as followed:\n```\n@article{wang2023llm,\n  title={An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation},\n  author={Wang, Junyang and Wang, Yuhang and Xu, Guohai and Zhang, Jing and Gu, Yukai and Jia, Haitao and Yan, Ming and Zhang, Ji and Sang, Jitao},\n  journal={arXiv preprint arXiv:2311.07397},\n  year={2023}\n}\n```\n\n```\n@misc{jiang2023hallucination,\n      title={Hallucination Augmented Contrastive Learning for Multimodal Large Language Model}, \n      author={Chaoya Jiang and Haiyang Xu and Mengfan Dong and Jiaxing Chen and Wei Ye and Ming Yan and Qinghao Ye and Ji Zhang and Fei Huang and Shikun Zhang},\n      year={2023},\n      eprint={2312.06968},\n      archivePrefix={arXiv},\n      primaryClass={cs.CV}\n}\n```\n```\n@article{wang2023evaluation,\n  title={Evaluation and Analysis of Hallucination in Large Vision-Language Models},\n  author={Wang, Junyang and Zhou, Yiyang and Xu, Guohai and Shi, Pengcheng and Zhao, Chenlin and Xu, Haiyang and Ye, Qinghao and Yan, Ming and Zhang, Ji and Zhu, Jihua and others},\n  journal={arXiv preprint arXiv:2308.15126},\n  year={2023}\n}\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fx-plug%2Fmplug-halowl","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fx-plug%2Fmplug-halowl","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fx-plug%2Fmplug-halowl/lists"}