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Le Tian

3 accepted papers

2026

POINTS-Long: Adaptive Dual-Mode Visual Reasoning in MLLMs

CVPR 2026

Multimodal Large Language Models (MLLMs) have recently demonstrated remarkable capabilities in cross-modal understanding and generation. However, the rapid growth of visual token sequences--especially in long-video and streaming scenarios--poses a major challenge to their scalability and real-world

Cited by 0SourcecodeScholar
2025

POINTS-Reader: Distillation-Free Adaptation of Vision-Language Models for Document Conversion

EMNLP 2025

High-quality labeled data is essential for training accurate document conversion models, particularly in domains with complex formats such as tables, formulas, and multi-column text. However, manual annotation is both costly and time-consuming, while automatic labeling using existing models often la

2022

Dual Context-Guided Continuous Prompt Tuning for Few-Shot Learning

ACL 2022findings

Prompt-based paradigm has shown its competitive performance in many NLP tasks. However, its success heavily depends on prompt design, and the effectiveness varies upon the model and training data. In this paper, we propose a novel dual context-guided continuous prompt (DCCP) tuning method. To explor…

Cited by 6SourcePDFScholar