Slot Filling on T-REx (Hit@1)
87.5Hit@1Logits-to-Logic
Evaluation Results
| Method | Links | |
|---|---|---|
| Logits-to-LogicBackbone LLM=LLaMA3.1-8b, Reasoning Category=Agentic Reasoning2025.11 | 87.5 | |
| ToGBackbone LLM=GPT4, Reasoning Category=Agentic Reasoning2025.11 | 77.1 | |
| ToGBackbone LLM=ChatGPT, Reasoning Category=Agentic Reasoning2025.11 | 76.8 | |
| ToG-RBackbone LLM=GPT4, Reasoning Category=Agentic Reasoning2025.11 | 75.5 | |
| ToG-RBackbone LLM=ChatGPT, Reasoning Category=Agentic Reasoning2025.11 | 75.3 | |
| SCBackbone LLM=ChatGPT, Reasoning Category=LLMs Reasoning2025.11 | 41.8 | |
| IO promptBackbone LLM=ChatGPT, Reasoning Category=LLMs Reasoning2025.11 | 33.6 | |
| CoTBackbone LLM=ChatGPT, Reasoning Category=LLMs Reasoning2025.11 | 32 |