| Evaluating LLMs' Mathematical and Coding Competency through Ontology-guided Interventions | Jan 17, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| Large Language Models are Null-Shot Learners | Jan 16, 2024 | Arithmetic ReasoningBenchmarking | —Unverified | 0 |
| Parameter-Efficient Sparsity Crafting from Dense to Mixture-of-Experts for Instruction Tuning on General Tasks | Jan 5, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 2 |
| LLM Augmented LLMs: Expanding Capabilities through Composition | Jan 4, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 0 |
| Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data | Dec 20, 2023 | Arithmetic Reasoning | CodeCode Available | 1 |
| Gemini: A Family of Highly Capable Multimodal Models | Dec 19, 2023 | 1 Image, 2*2 StitchingArithmetic Reasoning | CodeCode Available | 1 |
| TinyGSM: achieving >80% on GSM8k with small language models | Dec 14, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning | Dec 14, 2023 | Arithmetic ReasoningFew-Shot Learning | —Unverified | 0 |
| Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations | Dec 14, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| Frugal LMs Trained to Invoke Symbolic Solvers Achieve Parameter-Efficient Arithmetic Reasoning | Dec 9, 2023 | Arithmetic ReasoningMathematical Reasoning | CodeCode Available | 0 |
