Tree of Thoughts: Deliberate Problem Solving with Large Language Models (ToT)Product17/100 via “multi-strategy problem solving with adaptive path selection”
* ⭐ 05/2023: [LIMA: Less Is More for Alignment (LIMA)](https://arxiv.org/abs/2305.11206)
Unique: Decouples problem-solving strategies from the core framework, enabling pluggable strategy implementations that can be selected, combined, or weighted based on problem characteristics. Supports ensemble reasoning where multiple strategies generate candidate solutions that are aggregated (via voting, consensus, or learned weighting) rather than selecting a single best strategy.
vs others: Provides flexibility to apply different reasoning approaches to different problem types, whereas single-strategy systems (like standard chain-of-thought) use the same approach regardless of problem structure; ensemble aggregation improves robustness by combining multiple reasoning paths.