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Showing 26–50 of 439 papers

TitleStatusHype
Topology of Reasoning: Understanding Large Reasoning Models through Reasoning Graph PropertiesCode1
Automatic Robustness Stress Testing of LLMs as Mathematical Problem Solvers—0
Evaluation of LLMs for mathematical problem solving—0
Model Unlearning via Sparse Autoencoder Subspace Guided Projections—0
Segment Policy Optimization: Effective Segment-Level Credit Assignment in RL for Large Language ModelsCode1
Can LLMs Reason Abstractly Over Math Word Problems Without CoT? Disentangling Abstract Formulation From Arithmetic Computation—0
Discriminative Policy Optimization for Token-Level Reward ModelsCode0
CoThink: Token-Efficient Reasoning via Instruct Models Guiding Reasoning Models—0
Maximizing Confidence Alone Improves Reasoning—0
LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models—0
System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts—0
The Price of Format: Diversity Collapse in LLMsCode0
Efficient Data Selection at Scale via Influence Distillation—0
Steering LLM Reasoning Through Bias-Only Adaptation—0
AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware BudgetingCode0
PMPO: Probabilistic Metric Prompt Optimization for Small and Large Language Models—0
EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action PruningCode0
Learning to Rank Chain-of-Thought: An Energy-Based Approach with Outcome Supervision—0
Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst—0
Dual Decomposition of Weights and Singular Value Low Rank Adaptation—0
DRP: Distilled Reasoning Pruning with Skill-aware Step Decomposition for Efficient Large Reasoning Models—0
Let LLMs Break Free from Overthinking via Self-Braking TuningCode2
RL in Name Only? Analyzing the Structural Assumptions in RL post-training for LLMs—0
Seek in the Dark: Reasoning via Test-Time Instance-Level Policy Gradient in Latent SpaceCode2
Thinkless: LLM Learns When to ThinkCode3
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1XolverAccuracy98.1—Unverified
2Orange-mini0-shot MRR98—Unverified