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.
See the ParlAI projects page on GitHub for more information. Refer to ParlAI's agents, tasks and model zoo for what else is in ParlAI.
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.
- Self-Feeding Chatbot [paper] How an agent can learn from dialogue after deployment by imitating and asking for feedback.
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.
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.
HotPotQA [external website]. QA task with multi-hop reasoning. Task built with ParlAI Mturk.
CoQA [external website]. QA task with a series of interconnected questions. Task built with ParlAI Mturk.