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Recently, pre-trained models have achieved state-of-the-art results in various language understanding tasks, which indicates that pre-training on large-scale corpora may play a crucial role in natural language processing.
Ranked #1 on Chinese Sentiment Analysis on ChnSentiCorp Dev
CHINESE NAMED ENTITY RECOGNITION CHINESE READING COMPREHENSION CHINESE SENTENCE PAIR CLASSIFICATION CHINESE SENTIMENT ANALYSIS LINGUISTIC ACCEPTABILITY MULTI-TASK LEARNING NATURAL LANGUAGE INFERENCE OPEN-DOMAIN QUESTION ANSWERING SEMANTIC TEXTUAL SIMILARITY SENTIMENT ANALYSIS
We present a novel language representation model enhanced by knowledge called ERNIE (Enhanced Representation through kNowledge IntEgration).
Ranked #2 on Chinese Sentence Pair Classification on LCQMC Dev
CHINESE NAMED ENTITY RECOGNITION CHINESE SENTENCE PAIR CLASSIFICATION CHINESE SENTIMENT ANALYSIS NATURAL LANGUAGE INFERENCE QUESTION ANSWERING SEMANTIC SIMILARITY SEMANTIC TEXTUAL SIMILARITY SENTIMENT ANALYSIS