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README.md

ParlAI Projects

Here we list projects undertaken in the ParlAI framework that are shared publicly, either in the form of papers, public tasks (with leaderboards) and/or shared model code.

This directory also contains subfolders for some of the projects which are housed in the ParlAI repo, others are maintained via external websites. Please also refer to ParlAI's agents, tasks and model zoo for what else is in ParlAI.

Generative Models

  • Retrieve and Refine [paper]. Models for improved chitchat ability by combining retrieval with generative refinement.

  • Importance of Search Strategy [paper]. Analysis of the performance of search in generative models for chitchat tasks.

Interactive Learning

  • Self-Feeding Chatbot [paper] How an agent can learn from dialogue after deployment by imitating and asking for feedback.

Chit-chat

  • Persona-Chat [project]. Task & models for chitchat with a given persona.

  • ConvAI2 Competition [website]. Competition on dialogue chitchat based on the PersonaChat task.

  • Dialogue Natural Language Inference [website]. Task and method for improving dialogue consistency.

Knowledge Grounded

  • Wizard of Wikipedia [website] [paper]. Knowledge-grounded open domain chitchat task & models.

Visually Grounded

  • Image Chat [paper] [task]. Task for personality-based engaging dialogue on images.

  • Personality-Captions [paper] [task]. Task for personality-based engaging comments on images.

Environment Grounded

  • Mastering the Dungeon [project]. Task & models for training grounded agents in a text adventure game via MTurk.

  • Talk The Walk [paper]. Task & models for grounded dialogue for the task of navigating New York City streets.

QA