成果

Hybrid, reference-free evaluation of stylistic fidelity in Chinese legal text, combining linguistic features with experience-guided LLM-as-a-judge scoring; experiments on 200 legal documents.

将对话建模为关于交际意图与策略的信号博弈；在模拟庭审与辩论场景的专家评估中，清晰度、简洁性、论证性、策略性四个维度的对话质量提升 6.3%–20.1%。

Position paper charting the computational turn in Chinese paleography, from automating isolated visual tasks toward integrated, human-centric digital research ecosystems.

Benchmark for Chinese-English pun translation over text and images, with the Constant-Variable Optimization (CVO) translation strategy and the Overlap (Ovl) metric.

Philosopher and Symposium frameworks simulate self- and group-reflection for multi-persona agents; identifies an “overthinking threshold” beyond which deliberation yields diminishing returns.

Five LLM scientist personas investigate, self-review, and peer-review their way through table QA and fact verification, outperforming vanilla LLMs and rivaling supervised models without task-specific training.

LLM-annotated comparable corpora show English news favors core-information-first narration with postposed adverbials, while Chinese news favors background-first presentation with preposed ones.