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Showing 151–200 of 439 papers

TitleStatusHype
Self-Polish: Enhance Reasoning in Large Language Models via Problem RefinementCode1
Solving Math Word Problems by Combining Language Models With Symbolic SolversCode1
Boosted Prompt Ensembles for Large Language ModelsCode1
Large Language Models Are Latent Variable Models: Explaining and Finding Good Demonstrations for In-Context LearningCode1
Learning Math Reasoning from Self-Sampled Correct and Partially-Correct SolutionsCode1
Self-Consistency Improves Chain of Thought Reasoning in Language ModelsCode1
GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems—0
DAC: A Dynamic Attention-aware Approach for Task-Agnostic Prompt CompressionCode0
KisMATH: Do LLMs Have Knowledge of Implicit Structures in Mathematical Reasoning?—0
CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs—0
Activation Steering for Chain-of-Thought CompressionCode0
Scaling Speculative Decoding with Lookahead ReasoningCode0
Plan for Speed -- Dilated Scheduling for Masked Diffusion Language Models—0
AgentGroupChat-V2: Divide-and-Conquer Is What LLM-Based Multi-Agent System NeedCode0
Fractional Reasoning via Latent Steering Vectors Improves Inference Time Compute—0
Excessive Reasoning Attack on Reasoning LLMs—0
Re-Initialization Token Learning for Tool-Augmented Large Language ModelsCode0
LoRA-Mixer: Coordinate Modular LoRA Experts Through Serial Attention Routing—0
LearnAlign: Reasoning Data Selection for Reinforcement Learning in Large Language Models Based on Improved Gradient Alignment—0
Fast on the Easy, Deep on the Hard: Efficient Reasoning via Powered Length Penalty—0
PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models—0
Learning a Continue-Thinking Token for Enhanced Test-Time ScalingCode0
Slimming Down LLMs Without Losing Their Minds—0
Unsupervised Elicitation of Language ModelsCode0
Enhancing Reasoning Capabilities of Small Language Models with Blueprints and Prompt Template Search—0
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