Insight Generation on Internal non-scientific document collections Gut Health Insights
4.15Set-level Score (Gemini-2.5-Flash)INSIGHTGEN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| INSIGHTGENBase Model=GPT-4o2026.04 | 4.15 | 3.45 | |
| FAISSBase Model=GPT-4o2026.04 | 4.05 | 3.15 | |
| GPT+CoTBase Model=Claude-3.5-Sonnet2026.04 | 3.95 | 2.1 | |
| FAISS+CoTBase Model=Claude-3.5-Sonnet2026.04 | 3.7 | 1.8 | |
| INSIGHTGENBase Model=Claude-3.5-Sonnet2026.04 | 3.65 | 2.45 | |
| Direct GPTBase Model=Claude-3.5-Sonnet2026.04 | 3.6 | 3.1 | |
| Direct GPTBase Model=GPT-4o2026.04 | 3.55 | 2.85 | |
| FAISS+CoTBase Model=GPT-4o2026.04 | 2.75 | 1.85 | |
| GPT+CoTBase Model=GPT-4o2026.04 | 2.7 | 1.95 | |
| FAISSBase Model=Claude-3.5-Sonnet2026.04 | 1.75 | 2.35 |