| OpenChat: Advancing Open-source Language Models with Mixed-Quality Data | Sep 20, 2023 | Arithmetic ReasoningCode Generation | —Unverified | 0 |
| Model Card and Evaluations for Claude Models | Jul 11, 2023 | Arithmetic ReasoningBug fixing | —Unverified | 0 |
| On-Policy Distillation of Language Models: Learning from Self-Generated Mistakes | Jun 23, 2023 | Arithmetic ReasoningKnowledge Distillation | —Unverified | 0 |
| DiversiGATE: A Comprehensive Framework for Reliable Large Language Models | Jun 22, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Prompt Space Optimizing Few-shot Reasoning Success with Large Language Models | Jun 6, 2023 | Arithmetic ReasoningIn-Context Learning | CodeCode Available | 0 |
| Code Prompting: a Neural Symbolic Method for Complex Reasoning in Large Language Models | May 29, 2023 | Arithmetic Reasoning | —Unverified | 0 |
| Calc-X and Calcformers: Empowering Arithmetical Chain-of-Thought through Interaction with Symbolic Systems | May 24, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 0 |
| PaD: Program-aided Distillation Can Teach Small Models Reasoning Better than Chain-of-thought Fine-tuning | May 23, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 0 |
| Hint of Thought prompting: an explainable and zero-shot approach to reasoning tasks with LLMs | May 19, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| RCOT: Detecting and Rectifying Factual Inconsistency in Reasoning by Reversing Chain-of-Thought | May 19, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| 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 |
| Self-Evaluation Guided Beam Search for Reasoning | May 1, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| When do you need Chain-of-Thought Prompting for ChatGPT? | Apr 6, 2023 | Arithmetic ReasoningMemorization | —Unverified | 0 |
| Do Deep Neural Networks Capture Compositionality in Arithmetic Reasoning? | Feb 15, 2023 | Arithmetic Reasoning | CodeCode Available | 0 |
| Solving math word problems with process- and outcome-based feedback | Nov 25, 2022 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Overcoming Barriers to Skill Injection in Language Modeling: Case Study in Arithmetic | Nov 3, 2022 | Arithmetic ReasoningLanguage Modeling | CodeCode Available | 0 |
| Large Language Models Can Self-Improve | Oct 20, 2022 | Arithmetic ReasoningCommon Sense Reasoning | —Unverified | 0 |
| Composing Ensembles of Pre-trained Models via Iterative Consensus | Oct 20, 2022 | Arithmetic ReasoningImage Generation | —Unverified | 0 |
| Transcending Scaling Laws with 0.1% Extra Compute | Oct 20, 2022 | Arithmetic ReasoningCross-Lingual Question Answering | —Unverified | 0 |
| Neural-Symbolic Recursive Machine for Systematic Generalization | Oct 4, 2022 | Arithmetic ReasoningMachine Translation | —Unverified | 0 |
| 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 |
| Least-to-Most Prompting Enables Complex Reasoning in Large Language Models | May 21, 2022 | Arithmetic ReasoningMath | —Unverified | 0 |
| NumGLUE: A Suite of Fundamental yet Challenging Mathematical Reasoning Tasks | Apr 12, 2022 | Arithmetic ReasoningMathematical Reasoning | —Unverified | 0 |
