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title
Dynalang: Learning to Model the World with Language
description
Dynalang leverages diverse types of language to solve tasks by using language to predict the future in a multimodal world model.
site name
author
updated
2026-02-16 11:56:47
raw text
Learning to Model the World with Language Learning to Model the World with Language Jessy Lin Yuqing Du Olivia Watkins Danijar Hafner Pieter Abbeel Dan Klein Anca Dragan UC Berkeley Paper Code Tweet TL;DR : Dynalang leverages diverse types of language to solve tasks by using language to predict the future via a multimodal world model. Overview To interact with humans and act in the world, agents need to understand the range of language that people use and relate it to the visual world. While current agents learn to execute simple language instructions from task rewards, we aim to build agents that leverage diverse language that conveys general knowledge, describes the state of the world, provides interactive feedback, and more. Our key idea is that language helps agents predict the future : what will be observed, how the world will behave, and which situa...
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