[论文阅读 --- 逻辑推理] 自然语言处理中的逻辑推理

一. 数据集

1. ReClor

ref: ReClor: A Reading Comprehension Dataset Requiring Logical Reasoning

2. LogiQA

ref: LogiQA: A Challenge Dataset for Machine Reading Comprehension with Logical Reasoning

二. 模型总结

1. Exploring End-to-End Differentiable Natural Logic Modeling

2. Braid: Weaving Symbolic and Neural Knowledge into Coherent Logical Explanations

3. Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs

4. Neural Logic Reasoning

5. Probabilistic Logic Neural Networks for Reasoning

6. Efficient Probabilistic Logic Reasoning with Graph Neural Networks

7. Can Graph Neural Networks Help Logic Reasoning

8. Integrating Deep Learning with Logic Fusion for Information Extraction

 

Reference

从Bengio演讲发散开来：探讨逻辑推理与机器学习