Feedback Loop Identification on AMS benchmark Simple (<20 transistors) 1.0
98.4F1 ScoreHeaRT
Evaluation Results
| Method | Links | |
|---|---|---|
| HeaRTLLM Backbone=Claude-4.6-Sonnet, Approach=HeaRT2025.11 | 98.4 | |
| HeaRTLLM Backbone=DeepSeek-V3.2, Approach=HeaRT2025.11 | 97.5 | |
| HeaRTLLM Backbone=GPT-5, Approach=HeaRT2025.11 | 97.2 | |
| HeaRTLLM Backbone=Gemini-2.5 Pro, Approach=HeaRT2025.11 | 94.8 | |
| Few-shot (Image)LLM Backbone=Claude-4.6-Sonnet, Approach=Few-shot (Image)2025.11 | 74.4 | |
| Few-shot (Text)LLM Backbone=Claude-4.6-Sonnet, Approach=Few-shot (Text)2025.11 | 74.1 | |
| Few-shot (Image)LLM Backbone=GPT-5, Approach=Few-shot (Image)2025.11 | 70.4 | |
| Few-shot (Image)LLM Backbone=DeepSeek-V3.2, Approach=Few-shot (Image)2025.11 | 70.2 | |
| Few-shot (Text)LLM Backbone=GPT-5, Approach=Few-shot (Text)2025.11 | 69.1 | |
| Few-shot (Text)LLM Backbone=DeepSeek-V3.2, Approach=Few-shot (Text)2025.11 | 68.8 | |
| Few-shot (Image)LLM Backbone=Gemini-2.5 Pro, Approach=Few-shot (Image)2025.11 | 59.1 | |
| Few-shot (Text)LLM Backbone=Gemini-2.5 Pro, Approach=Few-shot (Text)2025.11 | 56.9 | |
| HeaRTLLM Backbone=LLaMA-3.3-70B-Instruct†, Approach=HeaRT2025.11 | 56.1 | |
| Few-shot (Text)LLM Backbone=LLaMA-3.3-70B-Instruct†, Approach=Few-shot (Text)2025.11 | 39.6 |