Search Results for author: Jason Liu

Found 8 papers, 4 papers with code

A novel interface for adversarial trivia question-writing

no code implementations12 Mar 2024 Jason Liu

A critical component when developing question-answering AIs is an adversarial dataset that challenges models to adapt to the complex syntax and reasoning underlying our natural language.

Question Answering Sentence

Language models enable zero-shot prediction of the effects of mutations on protein function

1 code implementation NeurIPS 2021 Joshua Meier, Roshan Rao, Robert Verkuil, Jason Liu, Tom Sercu, Alex Rives

Modeling the effect of sequence variation on function is a fundamental problem for understanding and designing proteins.

Dialogue Object Search

no code implementations22 Jul 2021 Monica Roy, Kaiyu Zheng, Jason Liu, Stefanie Tellex

To this end, we introduce a new task, dialogue object search: A robot is tasked to search for a target object (e. g. fork) in a human environment (e. g., kitchen), while engaging in a "video call" with a remote human who has additional but inexact knowledge about the target's location.

Object

MSA Transformer

1 code implementation13 Feb 2021 Roshan Rao, Jason Liu, Robert Verkuil, Joshua Meier, John F. Canny, Pieter Abbeel, Tom Sercu, Alexander Rives

Unsupervised protein language models trained across millions of diverse sequences learn structure and function of proteins.

Masked Language Modeling Multiple Sequence Alignment +1

Neural Potts Model

no code implementations1 Jan 2021 Tom Sercu, Robert Verkuil, Joshua Meier, Brandon Amos, Zeming Lin, Caroline Chen, Jason Liu, Yann Lecun, Alexander Rives

We propose the Neural Potts Model objective as an amortized optimization problem.

TypeWriter: Neural Type Prediction with Search-based Validation

1 code implementation8 Dec 2019 Michael Pradel, Georgios Gousios, Jason Liu, Satish Chandra

Unfortunately, static type inference for dynamic languages is inherently limited, while probabilistic approaches suffer from imprecision.

Software Engineering

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