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#artificial intelligence Preprint Sep 2026

Counterfactual Self-Evolving Agents for Evidence-Grounded Reasoning

Self-play proposer--solver methods improve reasoning by generating tasks and learning from verified solutions. However, for evidence-identifiable tasks, where case-specific evidence and domain knowledge determine a checkable answer, self-play requires generating plausible cases whose answers can be independently verifi...

Xing Han, Yu-Xin Wang, Chen Chen et al. · 0 citations
Open access Sep 2026

Impact of automated scoring on interpreting performance and self-regulated learning: evidence from a pedagogical experiment

Confronting the challenges of feedback in traditional interpreting training, this study explores how an automated scoring system affects student interpreters’ performance and self-regulated learning (SRL). Guided by Zimmerman’s cyclical model, the study employed a 14-week quasi-experimental design with two intact cla...

Chen Chen, Ting Liu · 0 citations

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