Chinese-Jev: Bringing System One Model to Chinese-Language Tasks

arXiv:2609.36965 · cs.CL, cs.CV · Submitted 2026-09-29 · Read on arXiv

cs.CL, cs.CV

Submitted: 2026-09-29

Updated: 2026-09-29

Code: https://github.com/baidu/DuReader

Project page: https://gulucaptain.github.io/Chinese-Jev

Terminology

• Accuracy — 33× in this paper · explained in 1 episode
• Benchmark — 24× in this paper · explained in 2 episodes
• Calibration — 21× in this paper · explained in 7 episodes
• Fine-Tuning — 10× in this paper · explained in 5 episodes
• Transformer — 4× in this paper · explained in 2 episodes
• Adaptation — 3× in this paper · explained in 1 episode
• Benchmarking — 3× in this paper · explained in 4 episodes
• Adam — 2× in this paper · explained in 2 episodes
• Domain Adaptation — 2× in this paper · explained in 5 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• Instruction Tuning — 2× in this paper · explained in 2 episodes
• EMMA — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Natural Language Inference (NLI) — 1× in this paper · explained in 2 episodes
• Optimal Transport — 1× in this paper · explained in 5 episodes
• Thinking mode — 1× in this paper · explained in 2 episodes
• Tokenization — 1× in this paper · explained in 2 episodes
• Two-stage training — 1× in this paper · explained in 2 episodes

Sources

• CPED: A Large-Scale Chinese Personalized and Emotional Dialogue Dataset for Conversational AI
• AppealCase: A Dataset and Benchmark for Civil Case Appeal Scenarios
• Building Efficient Universal Classifiers with Natural Language Inference
• mmBERT: A Modern Multilingual Encoder with Annealed Language Learning
• GLiClass: Generalist Lightweight Model for Sequence Classification Tasks
• T2Ranking: A large-scale Chinese Benchmark for Passage Ranking
• Which Encoding is the Best for Text Classification in Chinese, English, Japanese and Korean?
• Evaluating, Synthesizing, and Enhancing for Customer Support Conversation

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