| Scheherazade: Evaluating Chain-of-Thought Math Reasoning in LLMs with Chain-of-Problems | Sep 30, 2024 | GSM8KMath | CodeCode Available | 0 | 5 |
| SEGO: Sequential Subgoal Optimization for Mathematical Problem-Solving | Oct 19, 2023 | GSM8KMath | CodeCode Available | 0 | 5 |
| ShareLoRA: Parameter Efficient and Robust Large Language Model Fine-tuning via Shared Low-Rank Adaptation | Jun 16, 2024 | Continual LearningGSM8K | CodeCode Available | 0 | 5 |
| SMART: Self-learning Meta-strategy Agent for Reasoning Tasks | Oct 21, 2024 | GSM8KSelf-Learning | CodeCode Available | 0 | 5 |
| AlignedCoT: Prompting Large Language Models via Native-Speaking Demonstrations | Nov 22, 2023 | Common Sense ReasoningGSM8K | CodeCode Available | 0 | 5 |
| Text-to-LoRA: Instant Transformer Adaption | Jun 6, 2025 | ARCGSM8K | CodeCode Available | 0 | 5 |
| metabench -- A Sparse Benchmark to Measure General Ability in Large Language Models | Jul 4, 2024 | ARCGSM8K | CodeCode Available | 0 | 5 |
| The Price of Format: Diversity Collapse in LLMs | May 25, 2025 | DiversityGSM8K | CodeCode Available | 0 | 5 |
| TreeCut: A Synthetic Unanswerable Math Word Problem Dataset for LLM Hallucination Evaluation | Feb 19, 2025 | Dataset GenerationGSM8K | CodeCode Available | 0 | 5 |
| TutorGym: A Testbed for Evaluating AI Agents as Tutors and Students | May 2, 2025 | GSM8KIn-Context Learning | CodeCode Available | 0 | 5 |
| Unsupervised Elicitation of Language Models | Jun 11, 2025 | GSM8KTruthfulQA | CodeCode Available | 0 | 5 |
| Upweighting Easy Samples in Fine-Tuning Mitigates Forgetting | Feb 5, 2025 | GSM8KMath | CodeCode Available | 0 | 5 |
| VarBench: Robust Language Model Benchmarking Through Dynamic Variable Perturbation | Jun 25, 2024 | ARCBenchmarking | CodeCode Available | 0 | 5 |
| Transcending Scaling Laws with 0.1% Extra Compute | Oct 20, 2022 | Arithmetic ReasoningCross-Lingual Question Answering | —Unverified | 0 | 0 |
| MALT: Improving Reasoning with Multi-Agent LLM Training | Dec 2, 2024 | Common Sense ReasoningGSM8K | —Unverified | 0 | 0 |
| MAmmoTH2: Scaling Instructions from the Web | May 6, 2024 | ChatbotGSM8K | —Unverified | 0 | 0 |
| Is Your Model Really A Good Math Reasoner? Evaluating Mathematical Reasoning with Checklist | Jul 11, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Is your LLM trapped in a Mental Set? Investigative study on how mental sets affect the reasoning capabilities of LLMs | Jan 21, 2025 | GSM8KIn-Context Learning | —Unverified | 0 | 0 |
| Interpretable Math Word Problem Solution Generation Via Step-by-step Planning | Jun 1, 2023 | GSM8KLanguage Modeling | —Unverified | 0 | 0 |
| MathAttack: Attacking Large Language Models Towards Math Solving Ability | Sep 4, 2023 | Adversarial AttackGSM8K | —Unverified | 0 | 0 |
| Integrating Arithmetic Learning Improves Mathematical Reasoning in Smaller Models | Feb 18, 2025 | Data AugmentationGSM8K | —Unverified | 0 | 0 |
| Instance-adaptive Zero-shot Chain-of-Thought Prompting | Sep 30, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| MathDivide: Improved mathematical reasoning by large language models | May 12, 2024 | GSM8KLogical Reasoning | —Unverified | 0 | 0 |
| Efficient Contextual LLM Cascades through Budget-Constrained Policy Learning | Apr 17, 2024 | GSM8KNavigate | —Unverified | 0 | 0 |
| MathFimer: Enhancing Mathematical Reasoning by Expanding Reasoning Steps through Fill-in-the-Middle Task | Feb 17, 2025 | Code CompletionGSM8K | —Unverified | 0 | 0 |
| 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 |
| TreeBoN: Enhancing Inference-Time Alignment with Speculative Tree-Search and Best-of-N Sampling | Oct 18, 2024 | Computational EfficiencyGSM8K | —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 |