So much exciting progress on LMs, but we need to go beyond imitation learning to build agents that can communicate strategically & intentionally w/ humans.
Today, we’re sharing that we built an AI agent that cooperates, negotiates, and plays the game Diplomacy at a human-level.
Meta AI presents CICERO — the first AI to achieve human-level performance in Diplomacy, a strategy game which requires building trust, negotiating and cooperating with multiple players.
Learn more about
#CICERObyMetaAI
:
TL;DR: Spent the last few years building a dialogue agent for Diplomacy (w/ many amazing folks)!
I'll share some of my favorite convos it had here... 🧵
So much exciting progress on LMs, but we need to go beyond imitation learning to build agents that can communicate strategically & intentionally w/ humans.
Today, we’re sharing that we built an AI agent that cooperates, negotiates, and plays the game Diplomacy at a human-level.
Super excited to share this paper on safety for E2E convAI! How can researchers navigate tensions between values, positive impact, and potential harms resulting from convAI research?
Save the date for our
#CICERObyMetaAI
Reddit AMA!
@polynoamial
,
@em_dinan
,
@adamlerer
, 3X Diplomacy World Champion
@TheGoffy
& team will be answering questions this week — ask us anything!
🌎 r/machinelearning
🗓️ December 8, 2022
🕘 10am PT
Reply below with your questions 👇
Enjoying the
#HCOMP2020
Data Excellence Workshop
@em_dinan
(Facebook AI), talked about adversarial data collection to train chatbots. In this approach, humans attempt to break the model built, and then those broken examples are used to fix the models. 🖥️🤖
@srchvrs
@ShoYaida
@suchenzang
… increase the learning rates for embedding layers by a factor of embedding dim w.r.t. others (and initialize word embedding param w/ std=1 but divide the logit output by 1/sqrt(embedding dim).)
Super excited to announce our
@ScienceMagazine
paper on Cicero, the first human-level negotiation AI agent with natural language in the 7-player Diplomacy game.
Link:
I am on the academic job market for faculty jobs! I work on NLP!
We're the Meta AI research team behind CICERO, the first AI agent to achieve human-level performance in the game Diplomacy. We’ll be answering your questions on December 8th starting at 10am PT. Ask us anything!
#ai
#diplomacy
@aaron_j_chavez
Thanks
@aaron_j_chavez
! I think it depends on your use case, e.g. for the purposes of offensive lang. detection, data will become stale as language evolves, but a model trained on older data will still be able to detect a large portion of offensive language