This source code is the basis of the following paper:
Learning how to Active Learn: A Deep Reinforcement Learning Approach, by Meng Fang, Yuan Li and Trevor Cohn, EMNLP 2017
It's developed on TensorFlow.
- Install TensorFlow
- Install pycrfsuite
- launcher_ner_bilingual: the starter of playing
- game_ner: the game
- robot: active learning policy
- tagger
For example, we train an active learning policy on English and then apply the policy to German.
python launcher_ner_bilingual.py --agent "CNNDQN" --episode 10000 --budget 1000 --train "en.train;en.testa;en.testb;en.emb;en.model.saved" --test "de.train;de.testa;de.testb;de.emb;de.model.saved"