| Prompt-SAW: Leveraging Relation-Aware Graphs for Textual Prompt Compression | Mar 30, 2024 | GSM8KRelation | —Unverified | 0 |
| Supervisory Prompt Training | Mar 26, 2024 | GSM8KSentence | —Unverified | 0 |
| Self-Consistency Boosts Calibration for Math Reasoning | Mar 14, 2024 | GSM8KMath | —Unverified | 0 |
| Prompt Selection and Augmentation for Few Examples Code Generation in Large Language Model and its Application in Robotics Control | Mar 11, 2024 | Code GenerationDiversity | —Unverified | 0 |
| MathScale: Scaling Instruction Tuning for Mathematical Reasoning | Mar 5, 2024 | GSM8KMath | CodeCode Available | 0 |
| Key-Point-Driven Data Synthesis with its Enhancement on Mathematical Reasoning | Mar 4, 2024 | GSM8KMath | —Unverified | 0 |
| MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs | Feb 26, 2024 | GSM8KMath | —Unverified | 0 |
| Look Before You Leap: Problem Elaboration Prompting Improves Mathematical Reasoning in Large Language Models | Feb 24, 2024 | GSM8KMathematical Reasoning | —Unverified | 0 |
| Fine-Grained Self-Endorsement Improves Factuality and Reasoning | Feb 23, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| SymBa: Symbolic Backward Chaining for Structured Natural Language Reasoning | Feb 20, 2024 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Can Separators Improve Chain-of-Thought Prompting? | Feb 16, 2024 | 8kGSM8K | —Unverified | 0 |
| Orca-Math: Unlocking the potential of SLMs in Grade School Math | Feb 16, 2024 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Premise Order Matters in Reasoning with Large Language Models | Feb 14, 2024 | GSM8KMathematical Problem-Solving | —Unverified | 0 |
| GLoRe: When, Where, and How to Improve LLM Reasoning via Global and Local Refinements | Feb 13, 2024 | GSM8KMath | —Unverified | 0 |
| The Unreasonable Effectiveness of Eccentric Automatic Prompts | Feb 9, 2024 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| In-Context Principle Learning from Mistakes | Feb 8, 2024 | GSM8KIn-Context Learning | CodeCode Available | 0 |
| RevOrder: A Novel Method for Enhanced Arithmetic in Language Models | Feb 6, 2024 | GSM8KMath | —Unverified | 0 |
| Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision | Feb 5, 2024 | GSM8KMath | —Unverified | 0 |
| YODA: Teacher-Student Progressive Learning for Language Models | Jan 28, 2024 | GSM8KMath | —Unverified | 0 |
| Self-Imagine: Effective Unimodal Reasoning with Multimodal Models using Self-Imagination | Jan 16, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| Assessing the Impact of Prompting Methods on ChatGPT's Mathematical Capabilities | Dec 22, 2023 | ChatbotGSM8K | —Unverified | 0 |
| From Good to Great: Improving Math Reasoning with Tool-Augmented Interleaf Prompting | Dec 18, 2023 | DiversityGSM8K | —Unverified | 0 |
| TinyGSM: achieving >80% on GSM8k with small language models | Dec 14, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning | Dec 14, 2023 | Arithmetic ReasoningFew-Shot Learning | —Unverified | 0 |
| Training Chain-of-Thought via Latent-Variable Inference | Nov 28, 2023 | GSM8K | —Unverified | 0 |