| The Alignment Ceiling: Objective Mismatch in Reinforcement Learning from Human Feedback | Oct 31, 2023 | GSM8KMMLU | —Unverified | 0 |
| Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and Observations | Oct 31, 2023 | GSM8KMath | CodeCode Available | 1 |
| Learning From Mistakes Makes LLM Better Reasoner | Oct 31, 2023 | GSM8KMath | CodeCode Available | 1 |
| SkyMath: Technical Report | Oct 25, 2023 | GSM8KLanguage Modeling | CodeCode Available | 3 |
| SEGO: Sequential Subgoal Optimization for Mathematical Problem-Solving | Oct 19, 2023 | GSM8KMath | CodeCode Available | 0 |
| DavIR: Data Selection via Implicit Reward for Large Language Models | Oct 16, 2023 | Causal Language ModelingGSM8K | —Unverified | 0 |
| Let's reward step by step: Step-Level reward model as the Navigators for Reasoning | Oct 16, 2023 | Code GenerationGSM8K | —Unverified | 0 |
| KwaiYiiMath: Technical Report | Oct 11, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| TRACE: A Comprehensive Benchmark for Continual Learning in Large Language Models | Oct 10, 2023 | Code GenerationContinual Learning | CodeCode Available | 1 |
| MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning | Oct 9, 2023 | Arithmetic ReasoningData Augmentation | CodeCode Available | 2 |
| LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models | Oct 9, 2023 | GSM8KIn-Context Learning | CodeCode Available | 5 |
| MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning | Oct 5, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| From Words to Watts: Benchmarking the Energy Costs of Large Language Model Inference | Oct 4, 2023 | BenchmarkingGPU | —Unverified | 0 |
| Large Language Models as Analogical Reasoners | Oct 3, 2023 | Code GenerationGSM8K | —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 |
| 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 |
| MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models | Sep 21, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| Design of Chain-of-Thought in Math Problem Solving | Sep 20, 2023 | DiversityGSM8K | CodeCode Available | 1 |
| Baichuan 2: Open Large-scale Language Models | Sep 19, 2023 | Feature EngineeringGSM8K | CodeCode Available | 4 |
| 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 |
| Large Language Models as Optimizers | Sep 7, 2023 | GSM8K | CodeCode Available | 1 |
