HalloMTBench: A Large-Scale Human-Verified Benchmark for Diagnosing Hallucination Triggers in LLM Translation

@article{shaowei2026,
  title = {HalloMTBench: A Large-Scale Human-Verified Benchmark for Diagnosing Hallucination Triggers in LLM Translation},
  author = {Zhang, Shaowei and Liu, Heng and Wu, Xinwei and Wang, Hao and Liu, Yangyang and Zhao, Xiaohu and Peng, Jianxiang and Shen, Tianhao and Zhou, Jiang and Zeng, Bo and Dong, Tianyu and Shi, Dan and Xu, Linlong and Wang, Longyue and Xiong, Deyi and Luo, Weihua},
  journal = {Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing},
  year = {2026},
  month = {Jan},
  doi = {10.18653/2026.emnlp-main.1546},
  url = {https://doi.org/10.18653/2026.emnlp-main.1546},
}

Zhang, Shaowei et al. (2026). HalloMTBench: A Large-Scale Human-Verified Benchmark for Diagnosing Hallucination Triggers in LLM Translation. Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing. https://doi.org/10.18653/2026.emnlp-main.1546

Zhang, Shaowei, et al.. "HalloMTBench: A Large-Scale Human-Verified Benchmark for Diagnosing Hallucination Triggers in LLM Translation." Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing, 2026, https://doi.org/10.18653/2026.emnlp-main.1546.

Zhang, Shaowei, et al.. "HalloMTBench: A Large-Scale Human-Verified Benchmark for Diagnosing Hallucination Triggers in LLM Translation." Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing (2026). https://doi.org/10.18653/2026.emnlp-main.1546

Zhang, Shaowei et al., 2026. HalloMTBench: A Large-Scale Human-Verified Benchmark for Diagnosing Hallucination Triggers in LLM Translation. Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing. Available at: <https://doi.org/10.18653/2026.emnlp-main.1546>.

TY  - JOUR
TI  - HalloMTBench: A Large-Scale Human-Verified Benchmark for Diagnosing Hallucination Triggers in LLM Translation
AU  - Zhang, Shaowei
AU  - Liu, Heng
AU  - Wu, Xinwei
AU  - Wang, Hao
AU  - Liu, Yangyang
AU  - Zhao, Xiaohu
AU  - Peng, Jianxiang
AU  - Shen, Tianhao
AU  - Zhou, Jiang
AU  - Zeng, Bo
AU  - Dong, Tianyu
AU  - Shi, Dan
AU  - Xu, Linlong
AU  - Wang, Longyue
AU  - Xiong, Deyi
AU  - Luo, Weihua
PY  - 2026
JO  - Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing
DO  - 10.18653/2026.emnlp-main.1546
UR  - https://doi.org/10.18653/2026.emnlp-main.1546
ER  -