Summarization Faithfulness on Reddit
33.77SummaC ScoreVanilla
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VanillaSystem=Vanilla, Model Class=LLM (GPT-4.1), Shots=0-shot2025.12 | 33.77 | 45.56 | |
| Cited Summarization (Cite)System=Cite, Model Class=LLM (GPT-4.1), Shots=0-shot2025.12 | 31.75 | 44.63 | |
| GPT-5System=GPT-5, Model Class=Large Reasoning Models (LRM), Shots=0-shot2025.12 | 30.56 | 35.32 | |
| Iterative Refine (IR)System=IR, Model Class=LLM (GPT-4.1), Shots=0-shot2025.12 | 29.45 | 40.04 | |
| Self-Consistency (SC)System=SC, Model Class=LLM (GPT-4.1), Shots=0-shot2025.12 | 28.47 | 40.43 | |
| o3System=o3, Model Class=Large Reasoning Models (LRM), Shots=0-shot2025.12 | 27.94 | 30.34 | |
| Chain-of-Thought (CoT)System=COT, Model Class=LLM (GPT-4.1), Shots=0-shot2025.12 | 27.5 | 49.92 | |
| Question-Answer Guided (QAG)System=QAG, Model Class=LLM (GPT-4.1), Shots=0-shot2025.12 | 26.96 | 56.02 | |
| Decomposition (Deco)System=Deco, Model Class=LLM (GPT-4.1), Shots=0-shot2025.12 | 26.84 | 37.86 | |
| Extract-to-Abstract (E2A)System=E2A, Model Class=LLM (GPT-4.1), Shots=0-shot2025.12 | 26.51 | 53.41 | |
| o1System=o1, Model Class=Large Reasoning Models (LRM), Shots=0-shot2025.12 | 26.02 | 54.86 | |
| Plan-then-Write (Plan)System=Plan, Model Class=LLM (GPT-4.1), Shots=0-shot2025.12 | 25.98 | 32.38 |