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Papers
HelpSteer2-Preference: Complementing Ratings with Preferences
ICLR 2025
How Does Vision-Language Adaptation Impact the Safety of Vision Language Models?
ICLR 2025
How to Mitigate Overfitting in Weak-to-strong Generalization?
ACL 2025
HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models
ACL 2025
Improve LLM-as-a-Judge Ability as a General Ability
EMNLP 2025
Improving Alignment in LVLMs with Debiased Self-Judgment
EMNLP 2025
Improving Large Vision and Language Models by Learning from a Panel of Peers
ICCV 2025
Improving Reward Models with Synthetic Critiques
NAACL 2025
InsBank: Evolving Instruction Subset for Ongoing Alignment
EMNLP 2025
Interweaving Memories of a Siamese Large Language Model
AAAI 2025
IOPO: Empowering LLMs with Complex Instruction Following via Input-Output Preference Optimization
ACL 2025
Is LLM an Overconfident Judge? Unveiling the Capabilities of LLMs in Detecting Offensive Language with Annotation Disagreement
ACL 2025
Jailbreaking as a Reward Misspecification Problem
ICLR 2025
Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment
ICLR 2025
L3Ms — Lagrange Large Language Models
ICLR 2025
Language Models Learn to Mislead Humans via RLHF
ICLR 2025
Large Vision-Language Model Alignment and Misalignment: A Survey Through the Lens of Explainability
EMNLP 2025
Learning Dynamics of LLM Finetuning
ICLR 2025
Little Giants: Synthesizing High-Quality Embedding Data at Scale
NAACL 2025
LLaVA-Critic: Learning to Evaluate Multimodal Models
CVPR 2025
LLM Alignment for the Arabs: A Homogenous Culture or Diverse Ones
NAACL 2025
LongPO: Long Context Self-Evolution of Large Language Models through Short-to-Long Preference Optimization
ICLR 2025
MAIN: Mutual Alignment Is Necessary for instruction tuning
EMNLP 2025
Massive Supervised Fine-tuning Experiments Reveal How Data, Layer, and Training Factors Shape LLM Alignment Quality
EMNLP 2025
Measuring And Improving Persuasiveness Of Large Language Models
ICLR 2025