Insight Generation on Internal document collections - Gut Health Insights non-scientific domain
4.5Insight Level ScoreINSIGHTGEN
Evaluation Results
| Method | Links | |
|---|---|---|
| INSIGHTGENTarget Model=GPT-4o, Evaluator=Gemini-2.5-Flash2026.04 | 4.5 | |
| GPT+COTTarget Model=Claude-3.5-Sonnet, Evaluator=Gemini-2.5-Flash2026.04 | 4.04 | |
| INSIGHTGENTarget Model=Claude-3.5-Sonnet, Evaluator=Gemini-2.5-Flash2026.04 | 4.04 | |
| FAISSTarget Model=GPT-4o, Evaluator=Gemini-2.5-Flash2026.04 | 4.01 | |
| FAISS+COTTarget Model=Claude-3.5-Sonnet, Evaluator=Gemini-2.5-Flash2026.04 | 3.88 | |
| Direct GPTTarget Model=GPT-4o, Evaluator=Gemini-2.5-Flash2026.04 | 3.62 | |
| Direct GPTTarget Model=Claude-3.5-Sonnet, Evaluator=Gemini-2.5-Flash2026.04 | 3.62 | |
| INSIGHTGENTarget Model=GPT-4o, Evaluator=Claude-4-Sonnet2026.04 | 3.57 | |
| GPT+COTTarget Model=GPT-4o, Evaluator=Gemini-2.5-Flash2026.04 | 3.17 | |
| FAISS+COTTarget Model=GPT-4o, Evaluator=Gemini-2.5-Flash2026.04 | 2.97 | |
| FAISSTarget Model=GPT-4o, Evaluator=Claude-4-Sonnet2026.04 | 2.97 | |
| INSIGHTGENTarget Model=Claude-3.5-Sonnet, Evaluator=Claude-4-Sonnet2026.04 | 2.8 | |
| Direct GPTTarget Model=Claude-3.5-Sonnet, Evaluator=Claude-4-Sonnet2026.04 | 2.72 | |
| Direct GPTTarget Model=GPT-4o, Evaluator=Claude-4-Sonnet2026.04 | 2.7 | |
| FAISSTarget Model=Claude-3.5-Sonnet, Evaluator=Gemini-2.5-Flash2026.04 | 2.54 | |
| FAISS+COTTarget Model=Claude-3.5-Sonnet, Evaluator=Claude-4-Sonnet2026.04 | 2.53 | |
| GPT+COTTarget Model=Claude-3.5-Sonnet, Evaluator=Claude-4-Sonnet2026.04 | 2.48 | |
| GPT+COTTarget Model=GPT-4o, Evaluator=Claude-4-Sonnet2026.04 | 2.21 | |
| FAISS+COTTarget Model=GPT-4o, Evaluator=Claude-4-Sonnet2026.04 | 2.03 | |
| FAISSTarget Model=Claude-3.5-Sonnet, Evaluator=Claude-4-Sonnet2026.04 | 1.81 |