| FedEx-LoRA: Exact Aggregation for Federated and Efficient Fine-Tuning of Foundation Models | Oct 12, 2024 | Arithmetic ReasoningFederated Learning | CodeCode Available | 1 |
| Language Imbalance Driven Rewarding for Multilingual Self-improving | Oct 11, 2024 | Arithmetic ReasoningInstruction Following | CodeCode Available | 1 |
| Toward Adaptive Reasoning in Large Language Models with Thought Rollback | Jul 21, 2024 | Arithmetic ReasoningMath | CodeCode Available | 1 |
| An Investigation of Neuron Activation as a Unified Lens to Explain Chain-of-Thought Eliciting Arithmetic Reasoning of LLMs | Jun 18, 2024 | Arithmetic Reasoning | CodeCode Available | 1 |
| Hierarchical Prompting Taxonomy: A Universal Evaluation Framework for Large Language Models Aligned with Human Cognitive Principles | Jun 18, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| QuanTA: Efficient High-Rank Fine-Tuning of LLMs with Quantum-Informed Tensor Adaptation | May 31, 2024 | Arithmetic Reasoning | CodeCode Available | 1 |
| Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word Problems | Apr 23, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing | Apr 18, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| Bridging the Gap between Different Vocabularies for LLM Ensemble | Apr 15, 2024 | Arithmetic ReasoningData-to-Text Generation | CodeCode Available | 1 |
| Distillation Contrastive Decoding: Improving LLMs Reasoning with Contrastive Decoding and Distillation | Feb 21, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
