% Key papers for Search and self-correction in reasoning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{neurips2022_chain_65337, title = {{Chain-of-Thought Prompting Elicits Reasoning in Large Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/54087}, } @inproceedings{neurips2023_tree_66845, title = {{Tree of Thoughts: Deliberate Problem Solving with Large Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/72797}, } @inproceedings{aaai2024_graph_6160, title = {{Graph of Thoughts: Solving Elaborate Problems with Large Language Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29720}, } @inproceedings{iclr2023_least_32710, title = {{Least-to-Most Prompting Enables Complex Reasoning in Large Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/12263}, } @inproceedings{neurips2022_star_65317, title = {{STaR: Bootstrapping Reasoning With Reasoning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/54067}, } @inproceedings{iclr2023_selection_31982, title = {{Selection-Inference: Exploiting Large Language Models for Interpretable Logical Reasoning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11166}, } @inproceedings{neurips2024_mmlu_74536, title = {{MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97435}, } @inproceedings{iclr2023_complexity_33412, title = {{Complexity-Based Prompting for Multi-step Reasoning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11280}, } @inproceedings{iclr2023_language_32937, title = {{Language models are multilingual chain-of-thought reasoners}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/10960}, } @inproceedings{icml2023_specializing_42137, title = {{Specializing Smaller Language Models towards Multi-Step Reasoning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/23860}, } @inproceedings{iclr2023_language_33217, title = {{Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/10783}, } @inproceedings{icml2024_promptbreeder_43651, title = {{Promptbreeder: Self-Referential Self-Improvement via Prompt Evolution}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34801}, } @inproceedings{aaai2025_is_9607, title = {{Is Sarcasm Detection a Step-by-Step Reasoning Process in Large Language Models?}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34756}, } @inproceedings{aaai2024_chain_5393, title = {{Chain-of-Thought Improves Text Generation with Citations in Large Language Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29794}, } @inproceedings{icml2024_algorithm_44104, title = {{Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34348}, } @inproceedings{neurips2023_why_69630, title = {{Why think step by step? Reasoning emerges from the locality of experience}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/70306}, } @inproceedings{iclr2024_selfcheck_35298, title = {{SelfCheck: Using LLMs to Zero-Shot Check Their Own Step-by-Step Reasoning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17775}, } @inproceedings{icml2024_chain_45668, title = {{Chain of Code: Reasoning with a Language Model-Augmented Code Emulator}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/32784}, } @inproceedings{icml2023_synthetic_42273, title = {{Synthetic Prompting: Generating Chain-of-Thought Demonstrations for Large Language Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/24048}, } @inproceedings{aaai2024_mindmap_6639, title = {{MindMap: Constructing Evidence Chains for Multi-Step Reasoning in Large Language Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29896}, } @inproceedings{aaai2024_turning_7661, title = {{Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29821}, } @inproceedings{neurips2024_self_71015, title = {{SELF-DISCOVER: Large Language Models Self-Compose Reasoning Structures}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96192}, } @inproceedings{neurips2024_can_71291, title = {{Can Language Models Perform Robust Reasoning in Chain-of-thought Prompting with Noisy Rationales?}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95956}, } @inproceedings{neurips2025_cad_77126, title = {{CAD-Coder: Text-to-CAD Generation with Chain-of-Thought and Geometric Reward}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=QoiFdfZUJv}, } @inproceedings{neurips2024_diffusion_71312, title = {{Diffusion of Thought: Chain-of-Thought Reasoning in Diffusion Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95935}, } @inproceedings{neurips2024_calibrating_74298, title = {{Calibrating Reasoning in Language Models with Internal Consistency}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93260}, } @inproceedings{iclr2025_on_80754, title = {{On the self-verification limitations of large language models on reasoning and planning tasks}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/31014}, } @inproceedings{iclr2025_physics_84180, title = {{Physics of Language Models: Part 2.2, How to Learn From Mistakes on Grade-School Math Problems}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/27648}, } @inproceedings{aaai2026_nestr_108108, title = {{NeSTR: A Neuro-Symbolic Abductive Framework for Temporal Reasoning in Large Language Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/40460}, } @inproceedings{aaai2025_multilingual_10063, title = {{Multilingual Mathematical Reasoning: Advancing Open-Source LLMs in Hindi and English}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34509}, } @inproceedings{iclr2024_large_33692, title = {{Large Language Model Cascades with Mixture of Thought Representations for Cost-Efficient Reasoning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19383}, }