常见的32项NLP任务以及对应的评测数据、评测指标、目前的SOTA结果以及对应的Paper
任务 描述 corpus/dataset 评价指标 SOTA 结果 Papers Chunking 组块分析 Penn Treebank F1 95.77 A Joint Many-Task Model: Growing a Neural Network for Multiple NLP Tasks Common sense reasoning 常识推理 Event2Mind cross-entropy 4.22 Event2Mind: Commonsense Inference on Events, Intents, and Reactions Parsing 句法分析 Penn Treebank F1 95.13 Constituency Parsing with a Self-Attentive Encoder Coreference resolution 指代消解 CoNLL 2012 average F1 73 Higher-order Coreference Resolution with Coarse-to-fine Inference Dependency parsing 依存句法分析 Penn Treebank POS UAS LAS 97.3 95.44 93.76 Deep Biaffine Attention for Neural Dependency