| Can Stories Help LLMs Reason? Curating Information Space Through Narrative | Oct 25, 2024 | Math | —Unverified | 0 |
| ReasonAgain: Using Extractable Symbolic Programs to Evaluate Mathematical Reasoning | Oct 24, 2024 | GSM8KMath | —Unverified | 0 |
| From Blind Solvers to Logical Thinkers: Benchmarking LLMs' Logical Integrity on Faulty Mathematical Problems | Oct 24, 2024 | BenchmarkingCommon Sense Reasoning | —Unverified | 0 |
| Mixture of Parrots: Experts improve memorization more than reasoning | Oct 24, 2024 | MathMemorization | —Unverified | 0 |
| MiLoRA: Efficient Mixture of Low-Rank Adaptation for Large Language Models Fine-tuning | Oct 23, 2024 | MathMixture-of-Experts | —Unverified | 0 |
| Polyak's Heavy Ball Method Achieves Accelerated Local Rate of Convergence under Polyak-Lojasiewicz Inequality | Oct 22, 2024 | Math | —Unverified | 0 |
| JMMMU: A Japanese Massive Multi-discipline Multimodal Understanding Benchmark for Culture-aware Evaluation | Oct 22, 2024 | Math | —Unverified | 0 |
| Forewarned is Forearmed: Leveraging LLMs for Data Synthesis through Failure-Inducing Exploration | Oct 22, 2024 | Math | —Unverified | 0 |
| Optimizing Chain-of-Thought Reasoning: Tackling Arranging Bottleneck via Plan Augmentation | Oct 22, 2024 | GSM8KMath | —Unverified | 0 |
| No more hard prompts: SoftSRV prompting for synthetic data generation | Oct 21, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| PromptHive: Bringing Subject Matter Experts Back to the Forefront with Collaborative Prompt Engineering for Educational Content Creation | Oct 21, 2024 | MathPrompt Engineering | —Unverified | 0 |
| On Designing Effective RL Reward at Training Time for LLM Reasoning | Oct 19, 2024 | GSM8KMath | —Unverified | 0 |
| Do Large Language Models Truly Grasp Mathematics? An Empirical Exploration From Cognitive Psychology | Oct 19, 2024 | Logical ReasoningMath | —Unverified | 0 |
| LLM The Genius Paradox: A Linguistic and Math Expert's Struggle with Simple Word-based Counting Problems | Oct 18, 2024 | In-Context LearningMath | —Unverified | 0 |
| Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning | Oct 18, 2024 | MathMathematical Reasoning | —Unverified | 0 |
| Bridging the Training-Inference Gap in LLMs by Leveraging Self-Generated Tokens | Oct 18, 2024 | MathQuestion Answering | —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 |
| Not All Votes Count! Programs as Verifiers Improve Self-Consistency of Language Models for Math Reasoning | Oct 16, 2024 | AllGSM8K | CodeCode Available | 0 |
| When Not to Answer: Evaluating Prompts on GPT Models for Effective Abstention in Unanswerable Math Word Problems | Oct 16, 2024 | HallucinationMath | —Unverified | 0 |
| Speculative Knowledge Distillation: Bridging the Teacher-Student Gap Through Interleaved Sampling | Oct 15, 2024 | Instruction FollowingKnowledge Distillation | —Unverified | 0 |
| MIND: Math Informed syNthetic Dialogues for Pretraining LLMs | Oct 15, 2024 | GSM8KMath | —Unverified | 0 |
| Innovative Thinking, Infinite Humor: Humor Research of Large Language Models through Structured Thought Leaps | Oct 14, 2024 | Math | —Unverified | 0 |
| One Language, Many Gaps: Evaluating Dialect Fairness and Robustness of Large Language Models in Reasoning Tasks | Oct 14, 2024 | FairnessGSM8K | CodeCode Available | 0 |
| Embedding Self-Correction as an Inherent Ability in Large Language Models for Enhanced Mathematical Reasoning | Oct 14, 2024 | MathMathematical Reasoning | —Unverified | 0 |
| Expanding Search Space with Diverse Prompting Agents: An Efficient Sampling Approach for LLM Mathematical Reasoning | Oct 13, 2024 | MathMathematical Reasoning | —Unverified | 0 |