Publications · Projects

Work

Papers

研究成果
Type
Year

2026

ConferenceC.4

CLASE: Chinese LegAlese Stylistic Evaluation

Yiran Rex Ma*, Yuxiao Ye*, and Huiyuan Xie

LREC 2026 (ACL Anthology)

ACL Anthology

LLM Evaluation · Legal NLP · Stylistics · Chinese

Co-first authors (*equal contribution). 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.

ConferenceC.5

LinguaGame: A Linguistically Grounded Game-Theoretic Paradigm for Multi-Agent Dialogue Generation

Yuxiao Ye, Yiming Zhang, Yiran Rex Ma, Huiyuan Xie, Huining Zhu, and Zhiyuan Liu

ACL 2026 Findings

ACL Anthology

Multi-Agent Systems · Dialogue Generation · Game Theory

Dialogue modelled as a signalling game over communicative intents and strategies; human-expert evaluations in simulated courtrooms and debates show dialogue quality gains of 6.3%–20.1% across clarity, conciseness, argumentation, and tactics.

PreprintS.1

Towards Computational Chinese Paleography

Yiran Rex Ma

arXiv preprint

arXiv

Chinese Paleography · Digital Humanities · Position Paper · Multimodal

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

2025

ConferenceC.3

PanelTR: Zero-Shot Table Reasoning Through Multi-Agent Discussion

Yiran Rex Ma

International Joint Conference on Neural Networks (IJCNN)

DOI

Table Reasoning · Multi-Agent · Zero-Shot · LLM

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.

PreprintS.2

Constituent Order Differences in Adverbials, in English and Chinese News

Yiran Rex Ma

arXiv preprint

arXiv

Contrastive Linguistics · Word Order · English-Chinese · Corpus Study

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.

Projects

项目

CLASE

2026

Hybrid, reference-free evaluation framework for the stylistic quality of Chinese legal text, combining linguistic features with experience-guided LLM-as-a-judge scoring learned from contrastive document pairs.

LLM Evaluation · Legal NLP · Stylistics

Monticule

Present

Company co-founded with his partner to scale continual learning and personal models — foundation models that swiftly adapt to diverse domains and align with individual human preferences beyond verifiable rewards.

Continual Learning · Personal Models · LLM