| Unsupervised Elicitation of Language Models | Jun 11, 2025 | GSM8KTruthfulQA | —Unverified | 0 |
| UPAR: A Kantian-Inspired Prompting Framework for Enhancing Large Language Model Capabilities | Sep 30, 2023 | Causal JudgmentGSM8K | —Unverified | 0 |
| Weaker LLMs' Opinions Also Matter: Mixture of Opinions Enhances LLM's Mathematical Reasoning | Feb 26, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 |
| When is the consistent prediction likely to be a correct prediction? | Jul 8, 2024 | GSM8KPrediction | —Unverified | 0 |
| YODA: Teacher-Student Progressive Learning for Language Models | Jan 28, 2024 | GSM8KMath | —Unverified | 0 |
| SECURA: Sigmoid-Enhanced CUR Decomposition with Uninterrupted Retention and Low-Rank Adaptation in Large Language Models | Feb 25, 2025 | Continual LearningGSM8K | —Unverified | 0 |
| SelectLLM: Query-Aware Efficient Selection Algorithm for Large Language Models | Aug 16, 2024 | GSM8KMMLU | —Unverified | 0 |
| Self-Consistency Boosts Calibration for Math Reasoning | Mar 14, 2024 | GSM8KMath | —Unverified | 0 |
| SBI-RAG: Enhancing Math Word Problem Solving for Students through Schema-Based Instruction and Retrieval-Augmented Generation | Oct 17, 2024 | GSM8KLanguage Modeling | CodeCode Available | 0 |
| Re-Initialization Token Learning for Tool-Augmented Large Language Models | Jun 17, 2025 | GSM8KQuestion Answering | CodeCode Available | 0 |
| Scaling Speculative Decoding with Lookahead Reasoning | Jun 24, 2025 | GPUGSM8K | CodeCode Available | 0 |
| Reasoning Under 1 Billion: Memory-Augmented Reinforcement Learning for Large Language Models | Apr 3, 2025 | GSM8KReinforcement Learning (RL) | CodeCode Available | 0 |
| Scheherazade: Evaluating Chain-of-Thought Math Reasoning in LLMs with Chain-of-Problems | Sep 30, 2024 | GSM8KMath | CodeCode Available | 0 |
| Calc-X and Calcformers: Empowering Arithmetical Chain-of-Thought through Interaction with Symbolic Systems | May 24, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 0 |
| CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation | Feb 28, 2025 | GSM8K | CodeCode Available | 0 |
| PaD: Program-aided Distillation Can Teach Small Models Reasoning Better than Chain-of-thought Fine-tuning | May 23, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 0 |
| One Language, Many Gaps: Evaluating Dialect Fairness and Robustness of Large Language Models in Reasoning Tasks | Oct 14, 2024 | FairnessGSM8K | CodeCode Available | 0 |
| SEGO: Sequential Subgoal Optimization for Mathematical Problem-Solving | Oct 19, 2023 | GSM8KMath | CodeCode Available | 0 |
| EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action Pruning | May 22, 2025 | GSM8KMath | CodeCode Available | 0 |
| Not All Votes Count! Programs as Verifiers Improve Self-Consistency of Language Models for Math Reasoning | Oct 16, 2024 | AllGSM8K | CodeCode Available | 0 |
| DeLTa: A Decoding Strategy based on Logit Trajectory Prediction Improves Factuality and Reasoning Ability | Mar 4, 2025 | GSM8KLogical Reasoning | CodeCode Available | 0 |
| NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language Models | Feb 20, 2025 | GSM8KNatural Language Understanding | CodeCode Available | 0 |
| A mixed policy to improve performance of language models on math problems | Jul 17, 2023 | GSM8KMath | CodeCode Available | 0 |
| Enhancing Knowledge Distillation for LLMs with Response-Priming Prompting | Dec 18, 2024 | GSM8KKnowledge Distillation | CodeCode Available | 0 |
| AgentGroupChat-V2: Divide-and-Conquer Is What LLM-Based Multi-Agent System Need | Jun 18, 2025 | GSM8KHumanEval | CodeCode Available | 0 |