Papers with reasoning-based models
TREA: Tree-Structure Reasoning Schema for Conversational Recommendation (2023.acl-long)
Copied to clipboard
| Challenge: | Recent reasoning-based models cannot fully figure out complex causal relationships between mentioned entities with external knowledge. |
| Approach: | They propose a Tree structure Reasoning schEmA that constructs a multi-hierarchical scalable tree as the reasoning structure to clarify the causal relationships between mentioned entities. |
| Outcome: | Extensive experiments on two public CRS datasets show the proposed model works. |
Safety Through Reasoning: An Empirical Study of Reasoning Guardrail Models (2025.findings-emnlp)
Copied to clipboard
| Challenge: | Recent research shows that reasoning-based language models offer significant benefits for LLM safety and guardrail applications. |
| Approach: | They conduct an analysis of reasoning-based guardrail models for content moderation . they find reasoning models exhibit strong sample efficiency and inference efficiency . |
| Outcome: | The reasoning-based guardrail models show strong performance across domains . the models achieve competitive performance with significantly fewer training examples . |