| ToRL: Scaling Tool-Integrated RL | Mar 30, 2025 | Mathreinforcement-learning | CodeCode Available | 3 |
| Goedel-Prover: A Frontier Model for Open-Source Automated Theorem Proving | Feb 11, 2025 | Automated Theorem ProvingLarge Language Model | CodeCode Available | 3 |
| Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling | Feb 10, 2025 | Math | CodeCode Available | 3 |
| DRT-o1: Optimized Deep Reasoning Translation via Long Chain-of-Thought | Dec 23, 2024 | Machine TranslationMath | CodeCode Available | 3 |
| Scaling up Masked Diffusion Models on Text | Oct 24, 2024 | GSM8KLanguage Modeling | CodeCode Available | 3 |
| MM-Vet v2: A Challenging Benchmark to Evaluate Large Multimodal Models for Integrated Capabilities | Aug 1, 2024 | MathMM-Vet | CodeCode Available | 3 |
| Large Language Monkeys: Scaling Inference Compute with Repeated Sampling | Jul 31, 2024 | GSM8KMath | CodeCode Available | 3 |
| TaskGen: A Task-Based, Memory-Infused Agentic Framework using StrictJSON | Jul 22, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 3 |
| Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs | Jun 26, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 3 |
| Step-level Value Preference Optimization for Mathematical Reasoning | Jun 16, 2024 | Learning-To-RankMath | CodeCode Available | 3 |
| Visual Sketchpad: Sketching as a Visual Chain of Thought for Multimodal Language Models | Jun 13, 2024 | Mathobject-detection | CodeCode Available | 3 |
| MiLoRA: Harnessing Minor Singular Components for Parameter-Efficient LLM Finetuning | Jun 13, 2024 | Instruction FollowingMath | CodeCode Available | 3 |
| MuMath-Code: Combining Tool-Use Large Language Models with Multi-perspective Data Augmentation for Mathematical Reasoning | May 13, 2024 | Data AugmentationGSM8K | CodeCode Available | 3 |
| Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning | May 1, 2024 | ARCGSM8K | CodeCode Available | 3 |
| LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding | Apr 25, 2024 | GSM8KHellaSwag | CodeCode Available | 3 |
| Rho-1: Not All Tokens Are What You Need | Apr 11, 2024 | AllContinual Pretraining | CodeCode Available | 3 |
| BAdam: A Memory Efficient Full Parameter Optimization Method for Large Language Models | Apr 3, 2024 | GPUMath | CodeCode Available | 3 |
| Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models | Feb 12, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 3 |
| Noise Contrastive Alignment of Language Models with Explicit Rewards | Feb 8, 2024 | Language ModellingMath | CodeCode Available | 3 |
| Self-Discover: Large Language Models Self-Compose Reasoning Structures | Feb 6, 2024 | Math | CodeCode Available | 3 |
| MARIO: MAth Reasoning with code Interpreter Output -- A Reproducible Pipeline | Jan 16, 2024 | GSM8KMath | CodeCode Available | 3 |
| RoSA: Accurate Parameter-Efficient Fine-Tuning via Robust Adaptation | Jan 9, 2024 | GPUMath | CodeCode Available | 3 |
| Llemma: An Open Language Model For Mathematics | Oct 16, 2023 | Arithmetic ReasoningAutomated Theorem Proving | CodeCode Available | 3 |
| How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition | Oct 9, 2023 | Code GenerationInstruction Following | CodeCode Available | 3 |
| ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving | Sep 29, 2023 | Arithmetic ReasoningComputational Efficiency | CodeCode Available | 3 |
