RLPR: Extrapolating RLVR to General Domains without Verifiers
Fuente:
arXiv
Saved in:
| Main Authors: | Yu, Tianyu, Ji, Bo, Wang, Shouli, Yao, Shu, Wang, Zefan, Cui, Ganqu, Yuan, Lifan, Ding, Ning, Yao, Yuan, Liu, Zhiyuan, Sun, Maosong, Chua, Tat-Seng |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback
by: Yu, Tianyu, et al.
Published: (2023)
by: Yu, Tianyu, et al.
Published: (2023)
Free Process Rewards without Process Labels
by: Yuan, Lifan, et al.
Published: (2024)
by: Yuan, Lifan, et al.
Published: (2024)
From $f(x)$ and $g(x)$ to $f(g(x))$: LLMs Learn New Skills in RL by Composing Old Ones
by: Yuan, Lifan, et al.
Published: (2025)
by: Yuan, Lifan, et al.
Published: (2025)
UltraFeedback: Boosting Language Models with Scaled AI Feedback
by: Cui, Ganqu, et al.
Published: (2023)
by: Cui, Ganqu, et al.
Published: (2023)
RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness
by: Yu, Tianyu, et al.
Published: (2024)
by: Yu, Tianyu, et al.
Published: (2024)
Fine-Grained Verifiers: Preference Modeling as Next-token Prediction in Vision-Language Alignment
by: Cui, Chenhang, et al.
Published: (2024)
by: Cui, Chenhang, et al.
Published: (2024)
An LMM for Efficient Video Understanding via Reinforced Compression of Video Cubes
by: Qi, Ji, et al.
Published: (2025)
by: Qi, Ji, et al.
Published: (2025)
LLaVA-UHD: an LMM Perceiving Any Aspect Ratio and High-Resolution Images
by: Xu, Ruyi, et al.
Published: (2024)
by: Xu, Ruyi, et al.
Published: (2024)
Disentangling Masked Autoencoders for Unsupervised Domain Generalization
by: Zhang, An, et al.
Published: (2024)
by: Zhang, An, et al.
Published: (2024)
On the Implicit Reward Overfitting and the Low-rank Dynamics in RLVR
by: Ye, Hao, et al.
Published: (2026)
by: Ye, Hao, et al.
Published: (2026)
Controllable Preference Optimization: Toward Controllable Multi-Objective Alignment
by: Guo, Yiju, et al.
Published: (2024)
by: Guo, Yiju, et al.
Published: (2024)
TextVidBench: A Benchmark for Long Video Scene Text Understanding
by: Zhong, Yangyang, et al.
Published: (2025)
by: Zhong, Yangyang, et al.
Published: (2025)
SCI-Verifier: Scientific Verifier with Thinking
by: Zheng, Shenghe, et al.
Published: (2025)
by: Zheng, Shenghe, et al.
Published: (2025)
Process Reinforcement through Implicit Rewards
by: Cui, Ganqu, et al.
Published: (2025)
by: Cui, Ganqu, et al.
Published: (2025)
The Right Time Matters: Data Arrangement Affects Zero-Shot Generalization in Instruction Tuning
by: He, Bingxiang, et al.
Published: (2024)
by: He, Bingxiang, et al.
Published: (2024)
Advancing LLM Reasoning Generalists with Preference Trees
by: Yuan, Lifan, et al.
Published: (2024)
by: Yuan, Lifan, et al.
Published: (2024)
Can I Trust Your Answer? Visually Grounded Video Question Answering
by: Xiao, Junbin, et al.
Published: (2023)
by: Xiao, Junbin, et al.
Published: (2023)
Noise Contrastive Alignment of Language Models with Explicit Rewards
by: Chen, Huayu, et al.
Published: (2024)
by: Chen, Huayu, et al.
Published: (2024)
Compose Your Aesthetics: Empowering Text-to-Image Models with the Principles of Art
by: Jin, Zhe, et al.
Published: (2025)
by: Jin, Zhe, et al.
Published: (2025)
LLaVA-UHD v2: an MLLM Integrating High-Resolution Semantic Pyramid via Hierarchical Window Transformer
by: Zhang, Yipeng, et al.
Published: (2024)
by: Zhang, Yipeng, et al.
Published: (2024)
Mastering Text, Code and Math Simultaneously via Fusing Highly Specialized Language Models
by: Ding, Ning, et al.
Published: (2024)
by: Ding, Ning, et al.
Published: (2024)
We Should Identify and Mitigate Third-Party Safety Risks in MCP-Powered Agent Systems
by: Fang, Junfeng, et al.
Published: (2025)
by: Fang, Junfeng, et al.
Published: (2025)
FashionReGen: LLM-Empowered Fashion Report Generation
by: Ding, Yujuan, et al.
Published: (2024)
by: Ding, Yujuan, et al.
Published: (2024)
INTERVENOR: Prompting the Coding Ability of Large Language Models with the Interactive Chain of Repair
by: Wang, Hanbin, et al.
Published: (2023)
by: Wang, Hanbin, et al.
Published: (2023)
Backdoors in RLVR: Jailbreak Backdoors in LLMs From Verifiable Reward
by: Guo, Weiyang, et al.
Published: (2026)
by: Guo, Weiyang, et al.
Published: (2026)
Turing Patterns for Multimedia: Reaction-Diffusion Multi-Modal Fusion for Language-Guided Video Moment Retrieval
by: Fang, Xiang, et al.
Published: (2026)
by: Fang, Xiang, et al.
Published: (2026)
Towards Natural Language-Guided Drones: GeoText-1652 Benchmark with Spatial Relation Matching
by: Chu, Meng, et al.
Published: (2023)
by: Chu, Meng, et al.
Published: (2023)
Training-Free Multimodal Large Language Model Orchestration
by: Xie, Tianyu, et al.
Published: (2025)
by: Xie, Tianyu, et al.
Published: (2025)
Thinking with Blueprints: Assisting Vision-Language Models in Spatial Reasoning via Structured Object Representation
by: Ma, Weijian, et al.
Published: (2026)
by: Ma, Weijian, et al.
Published: (2026)
SafeMLRM: Demystifying Safety in Multi-modal Large Reasoning Models
by: Fang, Junfeng, et al.
Published: (2025)
by: Fang, Junfeng, et al.
Published: (2025)
Understanding Long Videos via LLM-Powered Entity Relation Graphs
by: Chu, Meng, et al.
Published: (2025)
by: Chu, Meng, et al.
Published: (2025)
Universal Scene Graph Generation
by: Wu, Shengqiong, et al.
Published: (2025)
by: Wu, Shengqiong, et al.
Published: (2025)
Learning to Ask Critical Questions for Assisting Product Search
by: Li, Zixuan, et al.
Published: (2024)
by: Li, Zixuan, et al.
Published: (2024)
Uplift Modeling for Target User Attacks on Recommender Systems
by: Wang, Wenjie, et al.
Published: (2024)
by: Wang, Wenjie, et al.
Published: (2024)
How Far Can Unsupervised RLVR Scale LLM Training?
by: He, Bingxiang, et al.
Published: (2026)
by: He, Bingxiang, et al.
Published: (2026)
Verifiable Reasoning for LLM-based Generative Recommendation
by: Lin, Xinyu, et al.
Published: (2026)
by: Lin, Xinyu, et al.
Published: (2026)
ProtT3: Protein-to-Text Generation for Text-based Protein Understanding
by: Liu, Zhiyuan, et al.
Published: (2024)
by: Liu, Zhiyuan, et al.
Published: (2024)
Rethinking Tokenizer and Decoder in Masked Graph Modeling for Molecules
by: Liu, Zhiyuan, et al.
Published: (2023)
by: Liu, Zhiyuan, et al.
Published: (2023)
HarmRLVR: Weaponizing Verifiable Rewards for Harmful LLM Alignment
by: Liu, Yuexiao, et al.
Published: (2025)
by: Liu, Yuexiao, et al.
Published: (2025)
On LLM-Based Scientific Inductive Reasoning Beyond Equations
by: Lin, Brian S., et al.
Published: (2025)
by: Lin, Brian S., et al.
Published: (2025)
Similar Items
-
RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback
by: Yu, Tianyu, et al.
Published: (2023) -
Free Process Rewards without Process Labels
by: Yuan, Lifan, et al.
Published: (2024) -
From $f(x)$ and $g(x)$ to $f(g(x))$: LLMs Learn New Skills in RL by Composing Old Ones
by: Yuan, Lifan, et al.
Published: (2025) -
UltraFeedback: Boosting Language Models with Scaled AI Feedback
by: Cui, Ganqu, et al.
Published: (2023) -
RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness
by: Yu, Tianyu, et al.
Published: (2024)