Scientific Summarization on PMC-Large 500-example (test) benchmark leaderboard · SOTA2 Research

Scientific Summarization on PMC-Large 500-example (test)

0.839Overall ScoreAgg-All

Evaluation Results

Method	Links
Agg-All2026.06		0.839	0.876	0.406	0.861	0.961	93.6
Agg-NoSummaC2026.06		0.786	0.879	0.401	0.864	0.957	96.2
Agg-NoSummaC2026.06		0.75	0.876	0.399	0.867	0.958	95.2
AlignScore2026.06		0.679	0.883	0.398	0.849	0.957	95.4
Agg-All2026.06		0.679	0.877	0.401	0.855	0.954	94.6
AlignScore2026.06		0.625	0.887	0.405	0.824	0.949	95.8
AlignScore2026.06		0.589	0.866	0.397	0.868	0.947	94.4
AlignScore2026.06		0.571	0.879	0.395	0.841	0.957	95
Agg-All2026.06		0.536	0.867	0.4	0.852	0.947	94.2
All 100K2026.06		0.429	0.828	0.391	0.874	0.935	95.2
Agg-NoSummaC2026.06		0.429	0.864	0.392	0.856	0.945	94.4
Random2026.06		0.25	0.833	0.39	0.848	0.917	94.2
Random2026.06		0.179	0.825	0.392	0.843	0.913	93.8
Random2026.06		0.125	0.816	0.384	0.846	0.916	95
Random2026.06		0.036	0.81	0.388	0.838	0.906	94.8