Evaluating and Steering Modality Preferences in Multimodal Large Language Model

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Evaluating and Steering Modality Preferences in Multimodal Large Language Model

27 May 2025

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Papers citing "Evaluating and Steering Modality Preferences in Multimodal Large Language Model"

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Title
MLLMEraser: Achieving Test-Time Unlearning in Multimodal Large Language Models through Activation Steering Chenlu Ding Jiancan Wu Leheng Sheng Fan Zhang Yancheng Yuan Xiang Wang Xiangnan He MU KELM 40 0 0 05 Oct 2025
Compose and Fuse: Revisiting the Foundational Bottlenecks in Multimodal Reasoning Yucheng Wang Yifan Hou Aydin Javadov Mubashara Akhtar Mrinmaya Sachan LRM 0 0 0 28 Sep 2025
From Bias to Balance: Exploring and Mitigating Spatial Bias in LVLMs Yingjie Zhu X. Bai Kehai Chen Yang Xiang Weili Guan Jun-chen Yu Min Zhang 12 0 0 26 Sep 2025
Bridge the Gap: From Weak to Full Supervision for Temporal Action Localization with PseudoFormer Ziyi Liu Rahul Gupta 98 2 0 21 Apr 2025
MoMa-Kitchen: A 100K+ Benchmark for Affordance-Grounded Last-Mile Navigation in Mobile Manipulation P. Zhang Xianqiang Gao Yuhan Wu Kehui Liu Dong Wang Zechuan Wang Bin Zhao Yan Ding Xiaochen Li LM&Ro 149 9 0 14 Mar 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 523 1,606 0 20 Feb 2025
Mitigating Hallucinations in Large Vision-Language Models via Summary-Guided Decoding Kyungmin Min Minbeom Kim Kang-il Lee Dongryeol Lee Kyomin Jung MLLM 299 11 0 20 Feb 2025
Improving Instruction-Following in Language Models through Activation Steering Alessandro Stolfo Vidhisha Balachandran Safoora Yousefi Eric Horvitz Besmira Nushi LLMSV 259 48 0 15 Oct 2024
VLind-Bench: Measuring Language Priors in Large Vision-Language Models Kang-il Lee Minbeom Kim Seunghyun Yoon Minsung Kim Dongryeol Lee Hyukhun Koh Kyomin Jung CoGe VLM 287 10 0 13 Jun 2024
Do Vision & Language Decoders use Images and Text equally? How Self-consistent are their Explanations? Letitia Parcalabescu Anette Frank MLLM CoGe VLM 317 11 0 29 Apr 2024