Poster "hallucination reduction" Papers

17 papers found

CHiP: Cross-modal Hierarchical Direct Preference Optimization for Multimodal LLMs

Jinlan Fu, Shenzhen Huangfu, Hao Fei et al.

ICLR 2025arXiv:2501.16629
21
citations

From Artificial Needles to Real Haystacks: Improving Retrieval Capabilities in LLMs by Finetuning on Synthetic Data

Zheyang Xiong, Vasilis Papageorgiou, Kangwook Lee et al.

ICLR 2025arXiv:2406.19292
19
citations

How new data permeates LLM knowledge and how to dilute it

Chen Sun, Renat Aksitov, Andrey Zhmoginov et al.

ICLR 2025arXiv:2504.09522
8
citations

Improving Large Vision and Language Models by Learning from a Panel of Peers

Jefferson Hernandez, Jing Shi, Simon Jenni et al.

ICCV 2025arXiv:2509.01610
1
citations

Intervening Anchor Token: Decoding Strategy in Alleviating Hallucinations for MLLMs

Barrett Tang, Zile Huang, Chengzhi Liu et al.

ICLR 2025
20
citations

Learning to Instruct for Visual Instruction Tuning

Zhihan Zhou, Feng Hong, JIAAN LUO et al.

NEURIPS 2025arXiv:2503.22215
3
citations

Perception in Reflection

Yana Wei, Liang Zhao, Kangheng Lin et al.

ICML 2025arXiv:2504.07165
8
citations

Reconstructive Visual Instruction Tuning

Haochen Wang, Anlin Zheng, Yucheng Zhao et al.

ICLR 2025arXiv:2410.09575
35
citations

Reducing Hallucinations in Large Vision-Language Models via Latent Space Steering

Sheng Liu, Haotian Ye, James Y Zou

ICLR 2025
29
citations

Refine Knowledge of Large Language Models via Adaptive Contrastive Learning

Yinghui Li, Haojing Huang, Jiayi Kuang et al.

ICLR 2025arXiv:2502.07184
16
citations

Retrieval Head Mechanistically Explains Long-Context Factuality

Wenhao Wu, Yizhong Wang, Guangxuan Xiao et al.

ICLR 2025arXiv:2404.15574
150
citations

Simple is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation

Mufei Li, Siqi Miao, Pan Li

ICLR 2025arXiv:2410.20724
58
citations

Zooming from Context to Cue: Hierarchical Preference Optimization for Multi-Image MLLMs

Xudong Li, Mengdan Zhang, Peixian Chen et al.

NEURIPS 2025arXiv:2505.22396
2
citations

Improving Factuality and Reasoning in Language Models through Multiagent Debate

Yilun Du, Shuang Li, Antonio Torralba et al.

ICML 2024arXiv:2305.14325
1274
citations

MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation

Qian Huang, Jian Vora, Percy Liang et al.

ICML 2024arXiv:2310.03302
168
citations

Paying More Attention to Images: A Training-Free Method for Alleviating Hallucination in LVLMs

Shi Liu, Kecheng Zheng, Wei Chen

ECCV 2024arXiv:2407.21771
134
citations

View Selection for 3D Captioning via Diffusion Ranking

Tiange Luo, Justin Johnson, Honglak Lee

ECCV 2024arXiv:2404.07984
31
citations