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TitleStatusHype
Anchored Diffusion Language Model—0
MSA at BEA 2025 Shared Task: Disagreement-Aware Instruction Tuning for Multi-Dimensional Evaluation of LLMs as Math Tutors—0
On the Effect of Negative Gradient in Group Relative Deep Reinforcement Optimization—0
How Is LLM Reasoning Distracted by Irrelevant Context? An Analysis Using a Controlled BenchmarkCode0
Outcome-based Reinforcement Learning to Predict the Future—0
More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models—0
One RL to See Them All: Visual Triple Unified Reinforcement Learning—0
The Unreasonable Effectiveness of Model Merging for Cross-Lingual Transfer in LLMs—0
VideoGameBench: Can Vision-Language Models complete popular video games?—0
AceReason-Nemotron: Advancing Math and Code Reasoning through Reinforcement Learning—0
EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action PruningCode0
SATURN: SAT-based Reinforcement Learning to Unleash Language Model ReasoningCode0
RBench-V: A Primary Assessment for Visual Reasoning Models with Multi-modal Outputs—0
Incremental Sequence Classification with Temporal Consistency—0
ConciseRL: Conciseness-Guided Reinforcement Learning for Efficient Reasoning ModelsCode0
Veracity Bias and Beyond: Uncovering LLMs' Hidden Beliefs in Problem-Solving Reasoning—0
X-MAS: Towards Building Multi-Agent Systems with Heterogeneous LLMsCode0
Can LLMs understand Math? -- Exploring the Pitfalls in Mathematical Reasoning—0
Towards Spoken Mathematical Reasoning: Benchmarking Speech-based Models over Multi-faceted Math Problems—0
MAPS: A Multilingual Benchmark for Global Agent Performance and Security—0
Learning to Rank Chain-of-Thought: An Energy-Based Approach with Outcome Supervision—0
SSR: Speculative Parallel Scaling Reasoning in Test-time—0
Thought-Augmented Policy Optimization: Bridging External Guidance and Internal Capabilities—0
How Should We Enhance the Safety of Large Reasoning Models: An Empirical StudyCode0
MIRB: Mathematical Information Retrieval BenchmarkCode0
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