EXPTS.md

Reproducing Results in the Paper

This document presents how to run all experiments provided in the paper and reproducing the same results.

Pre-trained models are uploaded on google drive.

To run a particular model see cmd under log.

Verb Prediction

	Name	Model Tag	Model	Log
0	I3D	i3d_r50_8x8	model	log
1	I3D+NL	i3d_r50_nl_8x8	model	log
2	Slow+NL	slow_nl_r50_8x8	model	log
3	SlowFast+NL	slow_fast_nl_r50_8x8	model	log
4	I3D	kpret_i3d_r50_8x8	model	log
5	I3D+NL	kpret_i3d_r50_nl_8x8	model	log
6	Slow+NL	kpret_slow_nl_r50_8x8	model	log
7	SlowFast+NL	kpret_slow_nl_r50_8x8	model	log

Semantic Role Prediction

	Name	Model Tag	Model	Log	Pred
0	GPT2	gpt2	model	log	pred
1	TxD	txd	model	log	pred
2	SF+TxD	sfast_txd	model	log	pred
3	SF+TxE+TxD	sfast_txe_txd	model	log	pred
4	I3D+TxD	i3d_txd	model	log	pred
5	I3D+TxE+TxD	i3d_txe_txd	model	log	pred

Event Relation

	Name	Model Tag	Model	Log
0	Roberta Encoder	rob_evrel	model	log
1	Roberta Encoder	txe_evrel	model	log
2	Roberta with only Verbs + I3D	sfpret_vbonly_evrel	model	log
3	Only Video I3D	sfpret_onlyvid_evrel	model	log
4	Roberta + I3D	sfpret_evrel	model	log