In LLM Reasoning, there is Irrationality on top of Value Misalignment
cs.AI, cs.CL, cs.LG, stat.ML
Submitted: 2026-05-26
Updated: 2026-08-31
Code: https://github.com/EVIEHub/LLM-Rationality
Terminology
Sources
- Constitutional AI: Harmlessness from AI Feedback
- Evaluating Large Language Models Trained on Code
- Training Verifiers to Solve Math Word Problems
- Modelling bounded rational decision-making through Wasserstein constraints
- Tulu 3: Pushing Frontiers in Open Language Model Post-Training
- The Llama 3 Herd of Models
- Benchmarking the rationality of AI decision making using the transitivity axiom
- LaMDA: Language Models for Dialog Applications
- Rationality Measurement and Theory for Reinforcement Learning Agents
- Rationality Check! Benchmarking the Rationality of Large Language Models
- Qwen2.5 Technical Report
- DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Related papers
- MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
- Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
- The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
- MindHelper: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
- Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems
- VSAL: A Vision Solver with Adaptive Layouts for Graph Property Detection