Self-Consistency
by AaaS · open-source · Last verified 2026-03-01
Improves LLM accuracy by generating multiple independent reasoning paths for the same question and selecting the most frequent answer through majority voting. Reduces variance in model outputs and increases reliability on reasoning-heavy tasks.
https://aaas.blog/skill/self-consistency ↗C+
C+—Average
Adoption: C+Quality: AFreshness: B+Citations: BEngagement: F
Specifications
- License
- MIT
- Pricing
- open-source
- Capabilities
- multi-sample-generation, majority-voting, variance-reduction, confidence-estimation
- Integrations
- langchain, openai, anthropic
- Use Cases
- mathematical-reasoning, factual-qa, classification-reliability, exam-solving
- API Available
- No
- Difficulty
- intermediate
- Prerequisites
- chain-of-thought
- Supported Agents
- claude-code
- Tags
- prompting, self-consistency, sampling, voting, reliability
- Added
- 2026-03-17
- Completeness
- 100%
Index Score
56.2Adoption
58
Quality
80
Freshness
76
Citations
68
Engagement
0