| Transcending Scaling Laws with 0.1% Extra Compute | Oct 20, 2022 | Arithmetic ReasoningCross-Lingual Question Answering | —Unverified | 0 |
| Language Models are Multilingual Chain-of-Thought Reasoners | Oct 6, 2022 | GSM8KMath | CodeCode Available | 2 |
| Complexity-Based Prompting for Multi-Step Reasoning | Oct 3, 2022 | Date UnderstandingGSM8K | —Unverified | 0 |
| Making Large Language Models Better Reasoners with Step-Aware Verifier | Jun 6, 2022 | Arithmetic ReasoningFew-Shot Learning | —Unverified | 0 |
| Learning Math Reasoning from Self-Sampled Correct and Partially-Correct Solutions | May 28, 2022 | Arithmetic ReasoningEfficient Exploration | CodeCode Available | 1 |
| Large Language Models are Zero-Shot Reasoners | May 24, 2022 | Arithmetic ReasoningCommon Sense Reasoning | CodeCode Available | 2 |
| Self-Consistency Improves Chain of Thought Reasoning in Language Models | Mar 21, 2022 | ARCArithmetic Reasoning | CodeCode Available | 1 |
| Chain-of-Thought Prompting Elicits Reasoning in Large Language Models | Jan 28, 2022 | Common Sense ReasoningGSM8K | CodeCode Available | 6 |
| Training Verifiers to Solve Math Word Problems | Oct 27, 2021 | GSM8KMath | CodeCode Available | 3 |
