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20242026
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cs.CL2026

DiffER: Diffusion Entity-Relation Modeling for Reversal Curse in Diffusion Large Language Models

Shaokai He, Kaiwen Wei, Xinyi Zeng +5

The "reversal curse" refers to the phenomenon where large language models (LLMs) exhibit predominantly unidirectional behavior when processing logically bidirectional relationships…

cs.CL2025

ComfyUI-R1: Exploring Reasoning Models for Workflow Generation

Zhenran Xu, Yiyu Wang, Xue Yang +5

AI-generated content has evolved from monolithic models to modular workflows, particularly on platforms like ComfyUI, enabling customization in creative pipelines. However, craftin…

cs.CL2025

ComfyUI-Copilot: An Intelligent Assistant for Automated Workflow Development

Zhenran Xu, Xue Yang, Yiyu Wang +7

We introduce ComfyUI-Copilot, a large language model-powered plugin designed to enhance the usability and efficiency of ComfyUI, an open-source platform for AI-driven art creation.…

cs.CL2025

From Mathematical Reasoning to Code: Generalization of Process Reward Models in Test-Time Scaling

Zhengyu Chen, Yudong Wang, Teng Xiao +5

Recent advancements in improving the reasoning capabilities of Large Language Models have underscored the efficacy of Process Reward Models (PRMs) in addressing intermediate errors…

cs.CL2025

Towards Lightweight, Adaptive and Attribute-Aware Multi-Aspect Controllable Text Generation with Large Language Models

Chenyu Zhu, Yefeng Liu, Chenyang Lyu +5

Multi-aspect controllable text generation aims to control text generation in attributes from multiple aspects, making it a complex but powerful task in natural language processing.…

cs.CL2025

FilmAgent: A Multi-Agent Framework for End-to-End Film Automation in Virtual 3D Spaces

Zhenran Xu, Longyue Wang, Jifang Wang +7

Virtual film production requires intricate decision-making processes, including scriptwriting, virtual cinematography, and precise actor positioning and actions. Motivated by recen…