| S^2FT: Efficient, Scalable and Generalizable LLM Fine-tuning by Structured Sparsity | Dec 9, 2024 | Arithmetic Reasoning | —Unverified | 0 |
| Think-to-Talk or Talk-to-Think? When LLMs Come Up with an Answer in Multi-Step Arithmetic Reasoning | Dec 2, 2024 | Arithmetic Reasoning | —Unverified | 0 |
| PERFT: Parameter-Efficient Routed Fine-Tuning for Mixture-of-Expert Model | Nov 12, 2024 | Arithmetic ReasoningMixture-of-Experts | —Unverified | 0 |
| Seq-VCR: Preventing Collapse in Intermediate Transformer Representations for Enhanced Reasoning | Nov 4, 2024 | Arithmetic ReasoningDecoder | CodeCode Available | 0 |
| Arithmetic Without Algorithms: Language Models Solve Math With a Bag of Heuristics | Oct 28, 2024 | Arithmetic ReasoningMath | CodeCode Available | 1 |
| 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 |
| Teaching-Inspired Integrated Prompting Framework: A Novel Approach for Enhancing Reasoning in Large Language Models | Oct 10, 2024 | Arithmetic ReasoningMath | CodeCode Available | 0 |
| Think Beyond Size: Adaptive Prompting for More Effective Reasoning | Oct 10, 2024 | Arithmetic ReasoningComputational Efficiency | —Unverified | 0 |
| Unlocking Structured Thinking in Language Models with Cognitive Prompting | Oct 3, 2024 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
