| MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs | Feb 26, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| InfiFusion: A Unified Framework for Enhanced Cross-Model Reasoning via LLM Fusion | Jan 6, 2025 | GSM8KHumanEval | —Unverified | 0 | 0 |
| Accelerating Chain-of-Thought Reasoning: When Goal-Gradient Importance Meets Dynamic Skipping | May 13, 2025 | Domain GeneralizationGSM8K | —Unverified | 0 | 0 |
| Improving LLM Reasoning through Scaling Inference Computation with Collaborative Verification | Oct 5, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Maximizing Confidence Alone Improves Reasoning | May 28, 2025 | GSM8KMath | —Unverified | 0 | 0 |
| Memory-Efficient LLM Training by Various-Grained Low-Rank Projection of Gradients | May 3, 2025 | GSM8KMMLU | —Unverified | 0 | 0 |
| Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving | May 20, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Improving Complex Reasoning with Dynamic Prompt Corruption: A soft prompt Optimization Approach | Mar 17, 2025 | GSM8KMath | —Unverified | 0 | 0 |
| Improve Mathematical Reasoning in Language Models by Automated Process Supervision | Jun 5, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| MIND: Math Informed syNthetic Dialogues for Pretraining LLMs | Oct 15, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| MindStar: Enhancing Math Reasoning in Pre-trained LLMs at Inference Time | May 25, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Turning Up the Heat: Min-p Sampling for Creative and Coherent LLM Outputs | Jul 1, 2024 | DiversityGSM8K | —Unverified | 0 | 0 |
| Mixture of Cache-Conditional Experts for Efficient Mobile Device Inference | Nov 27, 2024 | GSM8KLanguage Modeling | —Unverified | 0 | 0 |
| Model Unlearning via Sparse Autoencoder Subspace Guided Projections | May 30, 2025 | Adversarial Robustnessfeature selection | —Unverified | 0 | 0 |
| Hybrid Offline-online Scheduling Method for Large Language Model Inference Optimization | Feb 14, 2025 | GSM8KInference Optimization | —Unverified | 0 | 0 |
| Guideline Forest: Experience-Induced Multi-Guideline Reasoning with Stepwise Aggregation | Jun 9, 2025 | GSM8KHumanEval | —Unverified | 0 | 0 |
| Multi-Reference Preference Optimization for Large Language Models | May 26, 2024 | GSM8KTruthfulQA | —Unverified | 0 | 0 |
| Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision | Feb 5, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| GLoRe: When, Where, and How to Improve LLM Reasoning via Global and Local Refinements | Feb 13, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems | Jul 17, 2025 | DiversityGSM8K | —Unverified | 0 | 0 |
| From Words to Watts: Benchmarking the Energy Costs of Large Language Model Inference | Oct 4, 2023 | BenchmarkingGPU | —Unverified | 0 | 0 |
| From Good to Great: Improving Math Reasoning with Tool-Augmented Interleaf Prompting | Dec 18, 2023 | DiversityGSM8K | —Unverified | 0 | 0 |
| From Correctness to Comprehension: AI Agents for Personalized Error Diagnosis in Education | Feb 19, 2025 | DiagnosticGSM8K | —Unverified | 0 | 0 |
| Fractional Reasoning via Latent Steering Vectors Improves Inference Time Compute | Jun 18, 2025 | continuous-controlContinuous Control | —Unverified | 0 | 0 |
| First-Step Advantage: Importance of Starting Right in Multi-Step Math Reasoning | Nov 14, 2023 | GSM8KMath | —Unverified | 0 | 0 |