Reasoning Tasks and Techniques

Reasoning Tasks

Mathematical Reasoning

Arithmetic Reasoning
Geometry Reasoning
Theorem Proving
Scientific Reasoning

Logical Reasoning

Propositional Logic
Predicate Logic

Causal Reasoning

Policy Optimization
Decision Making
Explanation
Scientific Discovery
Counterfactual Reasoning

Commonsense Reasoning

Commonsense QA
Physical Commonsense
Spatial Commonsense

Visual Reasoning

2D Reasoning
3D Reasoning

Multimodal Reasoning

Alignment
Generation
Multimodal Understanding

Embodied Reasoning

Introspective Reasoning
Extrospective Reasoning
Multi-agent Reasoning
For Autonomous Driving

Other Tasks

Theory of Mind
Weather Prediction
Abstract Reasoning
Defeasible Reasoning
Medical Reasoning
Long-Chain Reasoning
Bioinformatics Reasoning
Audio Reasoning

Reasoning Techniques

Pre-Training
Fine-tuning
Mixture of Experts (MoE)
Alignment Training
In-Context Learning
Autonomous Agent