Methods › General › Prompt Engineering › CoT Prompting

Chain-of-thought prompting

CoT Prompting

78 papers tagged archive 2025-07-28

Introduced by Jason Wei et al. in Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Papers archive 2025-07-28

30 shown of 78, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

• Is Reasoning All You Need? Probing Bias in the Age of Reasoning Language Models
  3 Jul 2025 · 0 repositories · arXiv:2507.02799
• Instruction Tuning and CoT Prompting for Contextual Medical QA with LLMs
  13 Jun 2025 · 0 repositories · arXiv:2506.12182
• Prompt to Protection: A Comparative Study of Multimodal LLMs in Construction Hazard Recognition
  9 Jun 2025 · 0 repositories · arXiv:2506.07436
• Direct Behavior Optimization: Unlocking the Potential of Lightweight LLMs
  6 Jun 2025 · 0 repositories · arXiv:2506.06401
• Can ChatGPT Perform Image Splicing Detection? A Preliminary Study
  22 May 2025 · 1 repository · arXiv:2506.05358
• RRTL: Red Teaming Reasoning Large Language Models in Tool Learning
  21 May 2025 · 0 repositories · arXiv:2505.17106
• When Thinking Fails: The Pitfalls of Reasoning for Instruction-Following in LLMs
  16 May 2025 · 0 repositories · arXiv:2505.11423
• Enhancing Granular Sentiment Classification with Chain-of-Thought Prompting in Large Language Models
  7 May 2025 · 0 repositories · arXiv:2505.04135
• Chain-of-Thought Prompting for Out-of-Distribution Samples: A Latent-Variable Study
  17 Apr 2025 · 1 repository · arXiv:2504.12991
  Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
• Clarifying Ambiguities: on the Role of Ambiguity Types in Prompting Methods for Clarification Generation
  16 Apr 2025 · 0 repositories · arXiv:2504.12113
• From Complexity to Clarity: Transforming Chest X-ray Reports with Chained Prompting (Student Abstract)
  11 Apr 2025 · 1 repository
• Innate Reasoning is Not Enough: In-Context Learning Enhances Reasoning Large Language Models with Less Overthinking
  25 Mar 2025 · 0 repositories · arXiv:2503.19602
• CoT-Drive: Efficient Motion Forecasting for Autonomous Driving with LLMs and Chain-of-Thought Prompting
  10 Mar 2025 · 0 repositories · arXiv:2503.07234
• Effectiveness of Zero-shot-CoT in Japanese Prompts
  9 Mar 2025 · 0 repositories · arXiv:2503.06765
• Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning
  25 Feb 2025 · 1 repository · arXiv:2502.18001
  Syntology ran 0 of 12 samples · 12 unverified
• MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency
  13 Feb 2025 · 0 repositories · arXiv:2502.09621
• GCoT: Chain-of-Thought Prompt Learning for Graphs
  12 Feb 2025 · 0 repositories · arXiv:2502.08092
• MCTS-SQL: An Effective Framework for Text-to-SQL with Monte Carlo Tree Search
  28 Jan 2025 · 0 repositories · arXiv:2501.16607
• System-2 Mathematical Reasoning via Enriched Instruction Tuning
  22 Dec 2024 · 0 repositories · arXiv:2412.16964
• Evaluating and Enhancing LLMs for Multi-turn Text-to-SQL with Multiple Question Types
  21 Dec 2024 · 1 repository · arXiv:2412.17867
• Enhancing Zero-shot Chain of Thought Prompting via Uncertainty-Guided Strategy Selection
  30 Nov 2024 · 0 repositories · arXiv:2412.00353
• Interleaved-Modal Chain-of-Thought
  29 Nov 2024 · 0 repositories · arXiv:2411.19488
• Comparison of Multilingual and Bilingual Models for Satirical News Detection of Arabic and English
  16 Nov 2024 · 0 repositories · arXiv:2411.10730
• Evaluating the Ability of Large Language Models to Generate Verifiable Specifications in VeriFast
  4 Nov 2024 · 0 repositories · arXiv:2411.02318
• Seq-VCR: Preventing Collapse in Intermediate Transformer Representations for Enhanced Reasoning
  4 Nov 2024 · 1 repository · arXiv:2411.02344
• Dialectical Behavior Therapy Approach to LLM Prompting
  10 Oct 2024 · 0 repositories · arXiv:2410.07768
• Large Language Models as Code Executors: An Exploratory Study
  9 Oct 2024 · 0 repositories · arXiv:2410.06667
• Instance-adaptive Zero-shot Chain-of-Thought Prompting
  30 Sep 2024 · 0 repositories · arXiv:2409.20441
• Chain-of-Thought Prompting for Speech Translation
  17 Sep 2024 · 0 repositories · arXiv:2409.11538
• Expediting and Elevating Large Language Model Reasoning via Hidden Chain-of-Thought Decoding
  13 Sep 2024 · 0 repositories · arXiv:2409.08561

Tasks archive 2025-07-28

20 shown of 101 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Usage over time archive 2025-07-28

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections