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Papers

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Showing 176–200 of 439 papers

TitleStatusHype
Guideline Forest: Experience-Induced Multi-Guideline Reasoning with Stepwise Aggregation—0
Text-to-LoRA: Instant Transformer AdaptionCode0
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
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
Maximizing Confidence Alone Improves Reasoning—0
CoThink: Token-Efficient Reasoning via Instruct Models Guiding Reasoning Models—0
The Price of Format: Diversity Collapse in LLMsCode0
Efficient Data Selection at Scale via Influence Distillation—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
Steering LLM Reasoning Through Bias-Only Adaptation—0
AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware BudgetingCode0
EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action PruningCode0
PMPO: Probabilistic Metric Prompt Optimization for Small and Large Language Models—0
Learning to Rank Chain-of-Thought: An Energy-Based Approach with Outcome Supervision—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
Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst—0
RL in Name Only? Analyzing the Structural Assumptions in RL post-training for LLMs—0
Reinforcing the Diffusion Chain of Lateral Thought with Diffusion Language Models—0
Accelerating Chain-of-Thought Reasoning: When Goal-Gradient Importance Meets Dynamic Skipping—0
AttentionInfluence: Adopting Attention Head Influence for Weak-to-Strong Pretraining Data Selection—0
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Benchmark Results

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