| Calc-X and Calcformers: Empowering Arithmetical Chain-of-Thought through Interaction with Symbolic Systems | May 24, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 0 |
| A Mechanistic Interpretation of Arithmetic Reasoning in Language Models using Causal Mediation Analysis | May 24, 2023 | Arithmetic ReasoningMathematical Reasoning | CodeCode Available | 1 |
| PaD: Program-aided Distillation Can Teach Small Models Reasoning Better than Chain-of-thought Fine-tuning | May 23, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 0 |
| Automatic Model Selection with Large Language Models for Reasoning | May 23, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| RCOT: Detecting and Rectifying Factual Inconsistency in Reasoning by Reversing Chain-of-Thought | May 19, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Hint of Thought prompting: an explainable and zero-shot approach to reasoning tasks with LLMs | May 19, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Tree of Thoughts: Deliberate Problem Solving with Large Language Models | May 17, 2023 | Arithmetic ReasoningDecision Making | CodeCode Available | 5 |
| SatLM: Satisfiability-Aided Language Models Using Declarative Prompting | May 16, 2023 | Arithmetic ReasoningLanguage Modeling | CodeCode Available | 1 |
| Learning Non-linguistic Skills without Sacrificing Linguistic Proficiency | May 14, 2023 | Arithmetic ReasoningMath | CodeCode Available | 0 |
| CodeT5+: Open Code Large Language Models for Code Understanding and Generation | May 13, 2023 | Arithmetic ReasoningCode Completion | CodeCode Available | 0 |
| Not All Languages Are Created Equal in LLMs: Improving Multilingual Capability by Cross-Lingual-Thought Prompting | May 11, 2023 | AllArithmetic Reasoning | CodeCode Available | 1 |
| MoT: Memory-of-Thought Enables ChatGPT to Self-Improve | May 9, 2023 | Arithmetic ReasoningNatural Language Inference | CodeCode Available | 1 |
| Self-Evaluation Guided Beam Search for Reasoning | May 1, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Progressive-Hint Prompting Improves Reasoning in Large Language Models | Apr 19, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| When do you need Chain-of-Thought Prompting for ChatGPT? | Apr 6, 2023 | Arithmetic ReasoningMemorization | —Unverified | 0 |
| LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models | Apr 4, 2023 | Arithmetic ReasoningLanguage Modelling | CodeCode Available | 3 |
| Mastering Symbolic Operations: Augmenting Language Models with Compiled Neural Networks | Apr 4, 2023 | Arithmetic ReasoningLanguage Modelling | CodeCode Available | 1 |
| Sparks of Artificial General Intelligence: Early experiments with GPT-4 | Mar 22, 2023 | Arithmetic ReasoningMathematical Reasoning | CodeCode Available | 6 |
| GPT-4 Technical Report | Mar 15, 2023 | answerability predictionArithmetic Reasoning | CodeCode Available | 6 |
| MathPrompter: Mathematical Reasoning using Large Language Models | Mar 4, 2023 | Arithmetic ReasoningMath | CodeCode Available | 1 |
| LLaMA: Open and Efficient Foundation Language Models | Feb 27, 2023 | Arithmetic ReasoningCode Generation | CodeCode Available | 7 |
| Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data | Feb 24, 2023 | Arithmetic ReasoningLanguage Modelling | CodeCode Available | 1 |
| LEVER: Learning to Verify Language-to-Code Generation with Execution | Feb 16, 2023 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| Do Deep Neural Networks Capture Compositionality in Arithmetic Reasoning? | Feb 15, 2023 | Arithmetic Reasoning | CodeCode Available | 0 |
| Is ChatGPT a General-Purpose Natural Language Processing Task Solver? | Feb 8, 2023 | Arithmetic ReasoningZero-Shot Learning | CodeCode Available | 2 |
