This repository is the official implementation of Semantically-informed Hierarchical Event Modeling (Published in *SEM 2023).
For simplicity and usability, the code is divided into different branches based on the experiments. The main branch contains the information of other branches. The following table shows the branches and their corresponding experiments.
| Branch | Experiment | Section in Paper | Table in Paper | Model Name in Paper |
|---|---|---|---|---|
| main | Information on All experiments | - | - | - |
| inference_frame | Is Frame Inheritance Sufficient? | 5.1 | 1, 6, 7 | ours: inf. frame |
| lexical | Is Frame Inheritance Sufficient? | 5.1 | 1, 6, 7 | ours: lexical |
| ind_frame | Relations Beyond Inheritance | 5.2 | 2, 8, 9 | Using, Precedes, Metaphor, See_also, Causative_of, Inchoative_of, Perspective_on, Subframe, ReFraming_Mapping |
| grp | Relations Beyond Inheritance | 5.2 | 2, 12, 13 | grouping |
| scn | Relations Beyond Inheritance | 5.2 | 2, 10, 11 | scenario_only |
| missing_grp | Predicting Missing Events | 5.3 | 3 | grp |
| missing_scn | Predicting Missing Events | 5.3 | 3 | scn |
| event_similarity | Improved Event Similarity | 5.4 | 4 | ours |
If you want to contact me you can reach me at @Shubhashis Roy Dipta or open an issue in this repository.
Some parts of the code were inspired by SSDVAE implementations.