| Thinking Slow, Fast: Scaling Inference Compute with Distilled Reasoners | Feb 27, 2025 | MambaMathematical Reasoning | —Unverified | 0 | 0 |
| Think Silently, Think Fast: Dynamic Latent Compression of LLM Reasoning Chains | May 22, 2025 | Mathematical ReasoningReinforcement Learning (RL) | —Unverified | 0 | 0 |
| TinyGSM: achieving >80% on GSM8k with small language models | Dec 14, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 | 0 |
| Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning | Feb 5, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |
| Token-Level Uncertainty Estimation for Large Language Model Reasoning | May 16, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |
| Token-Supervised Value Models for Enhancing Mathematical Reasoning Capabilities of Large Language Models | Jul 12, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Demystifying Chains, Trees, and Graphs of Thoughts | Jan 25, 2024 | Mathematical ReasoningPrompt Engineering | —Unverified | 0 | 0 |
| Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving | Jun 20, 2025 | Automated Theorem ProvingDiversity | —Unverified | 0 | 0 |
| Towards Efficient and Effective Alignment of Large Language Models | Jun 11, 2025 | Mathematical ReasoningMeta-Learning | —Unverified | 0 | 0 |
| SarcasmBench: Towards Evaluating Large Language Models on Sarcasm Understanding | Aug 21, 2024 | Logical ReasoningMathematical Reasoning | —Unverified | 0 | 0 |
| Towards Self-Improvement of LLMs via MCTS: Leveraging Stepwise Knowledge with Curriculum Preference Learning | Oct 9, 2024 | Mathematical Reasoning | —Unverified | 0 | 0 |
| Towards Spoken Mathematical Reasoning: Benchmarking Speech-based Models over Multi-faceted Math Problems | May 21, 2025 | BenchmarkingMath | —Unverified | 0 | 0 |
| Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning | Feb 25, 2025 | MathMathematical Reasoning | —Unverified | 0 | 0 |
| Towards Tractable Mathematical Reasoning: Challenges, Strategies, and Opportunities for Solving Math Word Problems | Oct 29, 2021 | Answer GenerationMath | —Unverified | 0 | 0 |
| Towards Understanding Multi-Round Large Language Model Reasoning: Approximability, Learnability and Generalizability | Mar 5, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |
| TPO: Aligning Large Language Models with Multi-branch & Multi-step Preference Trees | Oct 10, 2024 | Mathematical Reasoning | —Unverified | 0 | 0 |
| Training-Free Mitigation of Language Reasoning Degradation After Multimodal Instruction Tuning | Dec 4, 2024 | GSM8KLanguage Modeling | —Unverified | 0 | 0 |
| Trajectory Bellman Residual Minimization: A Simple Value-Based Method for LLM Reasoning | May 21, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |
| Tropical Attention: Neural Algorithmic Reasoning for Combinatorial Algorithms | May 22, 2025 | Adversarial AttackBenchmarking | —Unverified | 0 | 0 |
| UGMathBench: A Diverse and Dynamic Benchmark for Undergraduate-Level Mathematical Reasoning with Large Language Models | Jan 23, 2025 | Mathematical Reasoning | —Unverified | 0 | 0 |
| Uncertainty-Aware Step-wise Verification with Generative Reward Models | Feb 16, 2025 | Mathematical ReasoningUncertainty Quantification | —Unverified | 0 | 0 |
| Understand, Solve and Translate: Bridging the Multilingual Mathematical Reasoning Gap | Jan 5, 2025 | MathMathematical Reasoning | —Unverified | 0 | 0 |
| Uni-LoRA: One Vector is All You Need | Jun 1, 2025 | AllMathematical Reasoning | —Unverified | 0 | 0 |
| Universal Self-Consistency for Large Language Model Generation | Nov 29, 2023 | Code GenerationLanguage Modeling | —Unverified | 0 | 0 |
| Unlocking the Potential of Difficulty Prior in RL-based Multimodal Reasoning | May 19, 2025 | 2kMathematical Reasoning | —Unverified | 0 | 0 |
