most citedControlling Cloze-test Question Item Difficulty with PLM-based Surrogate Models for IRT Assessment

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cs.CL2025

DualReward: A Dynamic Reinforcement Learning Framework for Cloze Tests Distractor Generation

Tianyou Huang, Xinglu Chen, Jingshen Zhang +2

This paper introduces DualReward, a novel reinforcement learning framework for automatic distractor generation in cloze tests. Unlike conventional approaches that rely primarily on…

cs.CL2025

COLA-GEC: A Bidirectional Framework for Enhancing Grammatical Acceptability and Error Correction

Xiangyu Yang, Xinying Qiu

Grammatical Error Correction (GEC) and grammatical acceptability judgment (COLA) are core tasks in natural language processing, sharing foundational grammatical knowledge yet typic…

cs.CL2025

Cross-Domain Transfer and Few-Shot Learning for Personal Identifiable Information Recognition

Junhong Ye, Xu Yuan, Xinying Qiu

Accurate recognition of personally identifiable information (PII) is central to automated text anonymization. This paper investigates the effectiveness of cross-domain model transf…

cs.CL2024

Label Confidence Weighted Learning for Target-level Sentence Simplification

Xinying Qiu, Jingshen Zhang

Multi-level sentence simplification generates simplified sentences with varying language proficiency levels. We propose Label Confidence Weighted Learning (LCWL), a novel approach…

cs.CL2024

System Report for CCL24-Eval Task 7: Multi-Error Modeling and Fluency-Targeted Pre-training for Chinese Essay Evaluation

Jingshen Zhang, Xiangyu Yang, Xinkai Su +3

This system report presents our approaches and results for the Chinese Essay Fluency Evaluation (CEFE) task at CCL-2024. For Track 1, we optimized predictions for challenging fine-…

cs.CL2024

Cross-Lingual Word Alignment for ASEAN Languages with Contrastive Learning

Jingshen Zhang, Xinying Qiu, Teng Shen +3

Cross-lingual word alignment plays a crucial role in various natural language processing tasks, particularly for low-resource languages. Recent study proposes a BiLSTM-based encode…

cs.CL2024

Comparing Feature-based and Context-aware Approaches to PII Generalization Level Prediction

Kailin Zhang, Xinying Qiu

Protecting Personal Identifiable Information (PII) in text data is crucial for privacy, but current PII generalization methods face challenges such as uneven data distributions and…

cs.CL2024

Readability-guided Idiom-aware Sentence Simplification (RISS) for Chinese

Jingshen Zhang, Xinglu Chen, Xinying Qiu +2

Chinese sentence simplification faces challenges due to the lack of large-scale labeled parallel corpora and the prevalence of idioms. To address these challenges, we propose Reada…

cs.CL2024★ 1 cited

Controlling Cloze-test Question Item Difficulty with PLM-based Surrogate Models for IRT Assessment

Jingshen Zhang, Jiajun Xie, Xinying Qiu

Item difficulty plays a crucial role in adaptive testing. However, few works have focused on generating questions of varying difficulty levels, especially for multiple-choice (MC)…