Large Language Models

To-Read

• [2510.15511] Language Models are Injective and Hence Invertible
• [2510.13786] The Art of Scaling Reinforcement Learning Compute for LLMs
• [2507.20783] On The Role of Pretrained Language Models in General-Purpose Text Embeddings: A Survey
• [2601.16175] Learning to Discover at Test Time
• COT: Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

RL:

• [2303.11366] Reflexion: Language Agents with Verbal Reinforcement Learning
• GRPO: [2501.12948] DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
  • [2402.03300] DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
  • [2503.20783] Understanding R1-Zero-Like Training: A Critical Perspective