| Large Language Models Can Be Easily Distracted by Irrelevant Context | Jan 31, 2023 | Arithmetic ReasoningLanguage Modeling | CodeCode Available | 1 |
| Batch Prompting: Efficient Inference with Large Language Model APIs | Jan 19, 2023 | Arithmetic ReasoningIn-Context Learning | CodeCode Available | 1 |
| Large Language Models are Better Reasoners with Self-Verification | Dec 19, 2022 | Arithmetic ReasoningCommon Sense Reasoning | CodeCode Available | 1 |
| Reasoning with Language Model Prompting: A Survey | Dec 19, 2022 | Arithmetic ReasoningCommon Sense Reasoning | CodeCode Available | 3 |
| Solving math word problems with process- and outcome-based feedback | Nov 25, 2022 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| PAL: Program-aided Language Models | Nov 18, 2022 | Arithmetic ReasoningGSM8K | CodeCode Available | 3 |
| Overcoming Barriers to Skill Injection in Language Modeling: Case Study in Arithmetic | Nov 3, 2022 | Arithmetic ReasoningLanguage Modeling | CodeCode Available | 0 |
| Solving Math Word Problems via Cooperative Reasoning induced Language Models | Oct 28, 2022 | Arithmetic ReasoningMath | CodeCode Available | 1 |
| Composing Ensembles of Pre-trained Models via Iterative Consensus | Oct 20, 2022 | Arithmetic ReasoningImage Generation | —Unverified | 0 |
| Large Language Models Can Self-Improve | Oct 20, 2022 | Arithmetic ReasoningCommon Sense Reasoning | —Unverified | 0 |
| Transcending Scaling Laws with 0.1% Extra Compute | Oct 20, 2022 | Arithmetic ReasoningCross-Lingual Question Answering | —Unverified | 0 |
| OpenCQA: Open-ended Question Answering with Charts | Oct 12, 2022 | Arithmetic ReasoningDescriptive | CodeCode Available | 1 |
| Neural-Symbolic Recursive Machine for Systematic Generalization | Oct 4, 2022 | Arithmetic ReasoningMachine Translation | —Unverified | 0 |
| Solving Quantitative Reasoning Problems with Language Models | Jun 29, 2022 | Arithmetic ReasoningLanguage Modeling | CodeCode Available | 2 |
| 0/1 Deep Neural Networks via Block Coordinate Descent | Jun 19, 2022 | 10-shot image generation | —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 |
| Least-to-Most Prompting Enables Complex Reasoning in Large Language Models | May 21, 2022 | Arithmetic ReasoningMath | CodeCode Available | 0 |
| UL2: Unifying Language Learning Paradigms | May 10, 2022 | Arithmetic ReasoningCommon Sense Reasoning | CodeCode Available | 1 |
| NumGLUE: A Suite of Fundamental yet Challenging Mathematical Reasoning Tasks | Apr 12, 2022 | Arithmetic ReasoningMathematical Reasoning | —Unverified | 0 |
| Self-Consistency Improves Chain of Thought Reasoning in Language Models | Mar 21, 2022 | ARCArithmetic Reasoning | CodeCode Available | 1 |
| IconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning | Oct 25, 2021 | Arithmetic ReasoningMathematical Question Answering | CodeCode Available | 1 |
| Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning | May 10, 2021 | Arithmetic ReasoningGeometry Problem Solving | CodeCode Available | 1 |
| Learning to Reason for Text Generation from Scientific Tables | Apr 16, 2021 | Arithmetic ReasoningArticles | CodeCode Available | 1 |
