一作ACL 2026Findings· Findings of ACL
S ci I mpact: A Multi-Dimensional, Multi-Field Benchmark for Scientific Impact Prediction
Hangxiao Zhu · Yuyu Zhang · Ping Nie · Yu Zhang
摘要
The rapid growth of scientific literature calls for automated methods to assess and predict research impact.Prior work has largely focused on citation-based metrics, leaving limited evaluation of models’ capability to reason about other impact dimensions.To this end, we introduce SciImpact, a lar...