conversational-ai-workshop-18

KO | EN

gitlite — search

#python #ai #typescript #llm #docker #macos #windows #awesome #vue #awesome-list #security #pytorch #ios #open-source

conversational-ai-workshop-18

(★ 68)

Example showing generalisation

conversational-ai-workshop-18 Latest Version Download

Download Latest Version (.zip)

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# generalisation-example
This is the bot we used for the experiments in our paper on "[Few-shot
Generalisation Across Dialogue Tasks"](https://arxiv.org/abs/1811.11707).

## Installation
To install all the requirements needed to use this bot, please run:
```
pip install -r requirements.txt
```

## Running the bot and experiments
To train any of the individual models, run one of:
- The embedding policy:
```
make train-redp
```
- The keras policy with a binary state featurizer
```
make train-lstm-bin
```
- The keras policy with a label tokenizer state featurizer:
```
make train-lstm-feat
```

To run the bot on the commandline, run:
```
make run
```

To train the comparison models for the experiments from our paper, run:
```
make train-compare
```

To evaluate these models, run:
```
make evaluate-compare
```

## Parameters used
Data:
- exclusion percentages: [0, 5, 25, 50, 70, 90, 95, 100]
- augmentation_factor: 0
- runs: 5

Embedding policy:
- epochs: 2000
- attn_shift_range: 5
- embed_dim: 20
- both attentions
- rnn size: 64
- everthing else default

Keras policy:
- binary featurizer/ label token featurizer
- batch size: 32
- rnn size: 64
- epochs: 400
- max history: 38

## Overview of the files
`data/core/train/` - training data from the hotel + restaurant domain
`data/core/test` - test data from the hotel domain
`services` - dummy API services for hotel/restaurant recommendation
`actions.py` - actions file containing the hotel/restaurant search actions

conversational-ai-workshop-18

conversational-ai-workshop-18 Latest Version Download

Today's picks

Was this content helpful?

Recent Feedback

conversational-ai-workshop-18

conversational-ai-workshop-18 Latest Version Download

Today's picks

Was this content helpful?

Recent Feedback

Download README