| AlignedCoT: Prompting Large Language Models via Native-Speaking Demonstrations | Nov 22, 2023 | Common Sense ReasoningGSM8K | CodeCode Available | 0 |
| First-Step Advantage: Importance of Starting Right in Multi-Step Math Reasoning | Nov 14, 2023 | GSM8KMath | —Unverified | 0 |
| SAIE Framework: Support Alone Isn't Enough -- Advancing LLM Training with Adversarial Remarks | Nov 14, 2023 | GSM8KMath | —Unverified | 0 |
| The ART of LLM Refinement: Ask, Refine, and Trust | Nov 14, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Let's Reinforce Step by Step | Nov 10, 2023 | GSM8KLogical Reasoning | —Unverified | 0 |
| Prompt Engineering a Prompt Engineer | Nov 9, 2023 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| The Alignment Ceiling: Objective Mismatch in Reinforcement Learning from Human Feedback | Oct 31, 2023 | GSM8KMMLU | —Unverified | 0 |
| SEGO: Sequential Subgoal Optimization for Mathematical Problem-Solving | Oct 19, 2023 | GSM8KMath | CodeCode Available | 0 |
| Let's reward step by step: Step-Level reward model as the Navigators for Reasoning | Oct 16, 2023 | Code GenerationGSM8K | —Unverified | 0 |
| DavIR: Data Selection via Implicit Reward for Large Language Models | Oct 16, 2023 | Causal Language ModelingGSM8K | —Unverified | 0 |
| KwaiYiiMath: Technical Report | Oct 11, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| From Words to Watts: Benchmarking the Energy Costs of Large Language Model Inference | Oct 4, 2023 | BenchmarkingGPU | —Unverified | 0 |
| Fill in the Blank: Exploring and Enhancing LLM Capabilities for Backward Reasoning in Math Word Problems | Oct 3, 2023 | GSM8KMath | CodeCode Available | 0 |
| Think before you speak: Training Language Models With Pause Tokens | Oct 3, 2023 | DecoderGSM8K | —Unverified | 0 |
| Large Language Models as Analogical Reasoners | Oct 3, 2023 | Code GenerationGSM8K | —Unverified | 0 |
| Adapting LLM Agents with Universal Feedback in Communication | Oct 1, 2023 | Decision MakingGSM8K | —Unverified | 0 |
| UPAR: A Kantian-Inspired Prompting Framework for Enhancing Large Language Model Capabilities | Sep 30, 2023 | Causal JudgmentGSM8K | —Unverified | 0 |
| Contrastive Decoding Improves Reasoning in Large Language Models | Sep 17, 2023 | GSM8KHellaSwag | —Unverified | 0 |
| EchoPrompt: Instructing the Model to Rephrase Queries for Improved In-context Learning | Sep 16, 2023 | Date UnderstandingGSM8K | CodeCode Available | 0 |
| Exploring an LM to generate Prolog Predicates from Mathematics Questions | Sep 7, 2023 | GSM8KLanguage Modeling | —Unverified | 0 |
| MathAttack: Attacking Large Language Models Towards Math Solving Ability | Sep 4, 2023 | Adversarial AttackGSM8K | —Unverified | 0 |
| No Train Still Gain. Unleash Mathematical Reasoning of Large Language Models with Monte Carlo Tree Search Guided by Energy Function | Sep 1, 2023 | GSM8KMathematical Reasoning | —Unverified | 0 |
| Exploring Equation as a Better Intermediate Meaning Representation for Numerical Reasoning | Aug 21, 2023 | GSM8K | CodeCode Available | 0 |
| A mixed policy to improve performance of language models on math problems | Jul 17, 2023 | GSM8KMath | CodeCode Available | 0 |
| DiversiGATE: A Comprehensive Framework for Reliable Large Language Models | Jun 22, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Interpretable Math Word Problem Solution Generation Via Step-by-step Planning | Jun 1, 2023 | GSM8KLanguage Modeling | —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 |
| 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 |
| Self-Evaluation Guided Beam Search for Reasoning | May 1, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Teaching Small Language Models to Reason | Dec 16, 2022 | GSM8KKnowledge Distillation | —Unverified | 0 |
| Distilling Reasoning Capabilities into Smaller Language Models | Dec 1, 2022 | GSM8KKnowledge Distillation | CodeCode Available | 0 |
| Explicit Knowledge Transfer for Weakly-Supervised Code Generation | Nov 30, 2022 | Code GenerationFew-Shot Learning | —Unverified | 0 |
| Solving math word problems with process- and outcome-based feedback | Nov 25, 2022 | Arithmetic ReasoningGSM8K | —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 |
| 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 |