| Experiments | We also analyze how much each of our four main extensions (shape features, context information , noise, and first-order column dependencies) to EEA contributes to overall performance by ablating each in turn (also shown in Fig. |
| Experiments | Our model can do better, since it makes use of context information and features, and it can put a person and an organization in one row even though they do not share common words. |
| Experiments | It shows that in some cases context information is not adequate, and a possible improvement might be obtained by providing more context to the model. |
| Learning and Inference | We further incorporate context information and a notion of noise. |
| Learning and Inference | It is important to be able to se context information to determine which row mention should go into. |