| WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks | Jul 7, 2024 | Arithmetic Reasoning | CodeCode Available | 3 |
| Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs | Jun 26, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 3 |
| Improving Arithmetic Reasoning Ability of Large Language Models through Relation Tuples, Verification and Dynamic Feedback | Jun 25, 2024 | Arithmetic ReasoningRelation | CodeCode Available | 0 |
| DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving | Jun 18, 2024 | Arithmetic ReasoningMath | CodeCode Available | 2 |
| Hierarchical Prompting Taxonomy: A Universal Evaluation Framework for Large Language Models Aligned with Human Cognitive Principles | Jun 18, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| An Investigation of Neuron Activation as a Unified Lens to Explain Chain-of-Thought Eliciting Arithmetic Reasoning of LLMs | Jun 18, 2024 | Arithmetic Reasoning | CodeCode Available | 1 |
| Breaking the Ceiling of the LLM Community by Treating Token Generation as a Classification for Ensembling | Jun 18, 2024 | Arithmetic ReasoningLanguage Modeling | CodeCode Available | 2 |
| Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs | Jun 13, 2024 | Arithmetic ReasoningFact Verification | CodeCode Available | 2 |
| Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models | Jun 6, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 0 |
| QuanTA: Efficient High-Rank Fine-Tuning of LLMs with Quantum-Informed Tensor Adaptation | May 31, 2024 | Arithmetic Reasoning | CodeCode Available | 1 |
| Arithmetic Reasoning with LLM: Prolog Generation & Permutation | May 28, 2024 | Arithmetic ReasoningData Augmentation | —Unverified | 0 |
| Large Language Models Can Self-Correct with Key Condition Verification | May 23, 2024 | Arithmetic ReasoningMath | —Unverified | 0 |
| Skin-in-the-Game: Decision Making via Multi-Stakeholder Alignment in LLMs | May 21, 2024 | Arithmetic ReasoningDecision Making | —Unverified | 0 |
| Enabling High-Sparsity Foundational Llama Models with Efficient Pretraining and Deployment | May 6, 2024 | Arithmetic ReasoningCode Generation | —Unverified | 0 |
| Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word Problems | Apr 23, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing | Apr 18, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| Bridging the Gap between Different Vocabularies for LLM Ensemble | Apr 15, 2024 | Arithmetic ReasoningData-to-Text Generation | CodeCode Available | 1 |
| ReFT: Representation Finetuning for Language Models | Apr 4, 2024 | Arithmetic Reasoning | CodeCode Available | 5 |
| Branch-Train-MiX: Mixing Expert LLMs into a Mixture-of-Experts LLM | Mar 12, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 0 |
| The Claude 3 Model Family: Opus, Sonnet, Haiku | Mar 4, 2024 | 1 Image, 2*2 StitchingArithmetic Reasoning | —Unverified | 0 |
| An Empirical Study of Data Ability Boundary in LLMs' Math Reasoning | Feb 23, 2024 | Arithmetic ReasoningAutomated Theorem Proving | CodeCode Available | 2 |
| Distillation Contrastive Decoding: Improving LLMs Reasoning with Contrastive Decoding and Distillation | Feb 21, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| SymBa: Symbolic Backward Chaining for Structured Natural Language Reasoning | Feb 20, 2024 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering | Feb 17, 2024 | Arithmetic ReasoningMathematical Reasoning | —Unverified | 0 |
| Orca-Math: Unlocking the potential of SLMs in Grade School Math | Feb 16, 2024 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
