@article{haiming2026,
title = {Latent Ordinal Evidence, Misaligned Outputs: Inference-Time Ordinal Lens Alignment for Multimodal LLMs},
author = {Li, Haiming and Liu, Yingsheng and Zhu, Jingmin and Yan, Siyuan and Li, Xieji and Sun, Jiajun and Ge, Zongyuan and yu, Zhen},
journal = {Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing},
year = {2026},
month = {Jan},
doi = {10.18653/2026.emnlp-main.927},
url = {https://doi.org/10.18653/2026.emnlp-main.927},
}
Li, Haiming et al. (2026). Latent Ordinal Evidence, Misaligned Outputs: Inference-Time Ordinal Lens Alignment for Multimodal LLMs. Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing. https://doi.org/10.18653/2026.emnlp-main.927
Li, Haiming, et al.. "Latent Ordinal Evidence, Misaligned Outputs: Inference-Time Ordinal Lens Alignment for Multimodal LLMs." Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing, 2026, https://doi.org/10.18653/2026.emnlp-main.927.
Li, Haiming, et al.. "Latent Ordinal Evidence, Misaligned Outputs: Inference-Time Ordinal Lens Alignment for Multimodal LLMs." Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing (2026). https://doi.org/10.18653/2026.emnlp-main.927
Li, Haiming et al., 2026. Latent Ordinal Evidence, Misaligned Outputs: Inference-Time Ordinal Lens Alignment for Multimodal LLMs. Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing. Available at: <https://doi.org/10.18653/2026.emnlp-main.927>.
TY - JOUR
TI - Latent Ordinal Evidence, Misaligned Outputs: Inference-Time Ordinal Lens Alignment for Multimodal LLMs
AU - Li, Haiming
AU - Liu, Yingsheng
AU - Zhu, Jingmin
AU - Yan, Siyuan
AU - Li, Xieji
AU - Sun, Jiajun
AU - Ge, Zongyuan
AU - yu, Zhen
PY - 2026
JO - Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing
DO - 10.18653/2026.emnlp-main.927
UR - https://doi.org/10.18653/2026.emnlp-main.927
ER -