# LLM reasoning

17,737 papers in 17 research directions. Data through 7 Oct 2026.
HTML: https://mlsanity.com/lr/

## Directions (largest first)

- [Multimodal reasoning](https://mlsanity.com/lr/multimodal-reasoning/index.md): 2,683 papers, 9 new this week
- [Reasoning benchmarks and evaluation](https://mlsanity.com/lr/reasoning-benchmarks-and-evaluation/index.md): 2,388 papers, 3 new this week
- [Test-time compute and efficient thinking](https://mlsanity.com/lr/test-time-compute-and-efficient-thinking/index.md): 2,144 papers, 18 new this week
- [Reasoning for agents, planning and code](https://mlsanity.com/lr/reasoning-for-agents-planning-and-code/index.md): 2,143 papers, 14 new this week
- [Reinforcement learning for reasoning](https://mlsanity.com/lr/reinforcement-learning-for-reasoning/index.md): 1,653 papers, 10 new this week
- [Spatial and embodied reasoning](https://mlsanity.com/lr/spatial-and-embodied-reasoning/index.md): 1,483 papers, 11 new this week
- [Knowledge- and tool-augmented reasoning](https://mlsanity.com/lr/knowledge-and-tool-augmented-reasoning/index.md): 1,305 papers, 3 new this week
- [Prompting and chain-of-thought reasoning](https://mlsanity.com/lr/prompting-and-chain-of-thought-reasoning/index.md): 1,002 papers, 7 new this week
- [Clinical and biomedical applications](https://mlsanity.com/lr/clinical-and-biomedical-applications/index.md): 917 papers, 10 new this week
- [Mathematical reasoning](https://mlsanity.com/lr/mathematical-reasoning/index.md): 759 papers, 2 new this week
- [Audio-language model reasoning](https://mlsanity.com/lr/audio-language-model-reasoning/index.md): 303 papers, 1 new this week
- [Chain-of-thought reasoning for driving](https://mlsanity.com/lr/chain-of-thought-reasoning-for-driving/index.md): 256 papers, 2 new this week
- [Causal reasoning in LLMs](https://mlsanity.com/lr/causal-reasoning-in-llms/index.md): 167 papers, 0 new this week
- [LLM reasoning for recommendation](https://mlsanity.com/lr/llm-reasoning-for-recommendation/index.md): 160 papers, 0 new this week
- [Hallucination detection and mitigation](https://mlsanity.com/lr/hallucination-detection-and-mitigation/index.md): 157 papers, 1 new this week
- [Diffusion reasoning and test-time scaling](https://mlsanity.com/lr/diffusion-reasoning-and-test-time-scaling/index.md): 129 papers, 1 new this week
- [Time series reasoning](https://mlsanity.com/lr/time-series-reasoning/index.md): 88 papers, 0 new this week