Search Results for author: Deniz Bayazit

Found 4 papers, 3 papers with code

Discovering Knowledge-Critical Subnetworks in Pretrained Language Models

no code implementations4 Oct 2023 Deniz Bayazit, Negar Foroutan, Zeming Chen, Gail Weiss, Antoine Bosselut

In this work, we investigate whether pretrained language models contain various knowledge-critical subnetworks: particular sparse computational subgraphs responsible for encoding specific knowledge the model has memorized.

Language Modelling

PeaCoK: Persona Commonsense Knowledge for Consistent and Engaging Narratives

1 code implementation3 May 2023 Silin Gao, Beatriz Borges, Soyoung Oh, Deniz Bayazit, Saya Kanno, Hiromi Wakaki, Yuki Mitsufuji, Antoine Bosselut

They must also learn to maintain consistent speaker personas for themselves throughout the narrative, so that their counterparts feel involved in a realistic conversation or story.

Knowledge Graphs World Knowledge

Spatial Language Understanding for Object Search in Partially Observed City-scale Environments

1 code implementation4 Dec 2020 Kaiyu Zheng, Deniz Bayazit, Rebecca Mathew, Ellie Pavlick, Stefanie Tellex

We propose SLOOP (Spatial Language Object-Oriented POMDP), a new framework for partially observable decision making with a probabilistic observation model for spatial language.

Decision Making Instruction Following

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