| model,overall_score,comprehensiveness,insight,instruction_following,readability,citation_accuracy,effective_citations | |
| WhaleCloud-DocChain_0612,54.78,55.14,55.33,54.85,52.48,-,- | |
| bodhi,54.07,54.15,54.60,54.41,51.87,-,- | |
| lunon_full100_FINAL.submission,53.51,53.42,54.83,53.41,50.48,-,- | |
| dalpha-deepresearch,53.10,52.58,52.94,53.87,53.20,-,- | |
| sourcery,51.17,50.53,52.22,51.06,49.68,-,- | |
| gemini-2.5-pro-deepresearch,49.98,50.01,49.92,50.22,49.58,-,- | |
| openai-deepresearch,47.84,48.05,46.69,49.29,47.62,-,- | |
| perplexity-Research,43.05,41.78,41.27,45.31,46.03,-,- | |
| grok-deeper-search,41.22,39.65,38.12,44.62,45.72,-,- | |