Document-grounded related insight recommendation on SCOpE-QA
4.21Inference OptimizationInsightGen
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| InsightGenJudge LLM=Gemini 2.5 Flash2026.04 | 4.21 | 4.14 | 4.34 | 4.51 | 4.49 | 4.09 | |
| IterativeJudge LLM=Gemini 2.5 Flash2026.04 | 3.74 | 3.55 | 3.44 | 3.27 | 3.42 | 3.61 | |
| Agentic RAGJudge LLM=Gemini 2.5 Flash2026.04 | 3.54 | 3.5 | 3.73 | 3.52 | 3.7 | 3.57 | |
| Multi-QueryJudge LLM=Gemini 2.5 Flash2026.04 | 3.44 | 3.49 | 3.6 | 3.13 | 3.44 | 3.56 | |
| InsightGenJudge LLM=Claude 4 Sonnet2026.04 | 2.99 | 2.75 | 2.92 | 3.38 | 3.18 | 2.67 | |
| Agentic RAGJudge LLM=Claude 4 Sonnet2026.04 | 2.58 | 2.64 | 2.67 | 2.62 | 2.58 | 2.51 | |
| Multi-QueryJudge LLM=Claude 4 Sonnet2026.04 | 2.56 | 2.49 | 2.52 | 2.37 | 2.36 | 2.43 | |
| IterativeJudge LLM=Claude 4 Sonnet2026.04 | 2.48 | 2.56 | 2.62 | 2.51 | 2.36 | 2.54 |