Search Results for author: Jeremy R. Cole

Found 4 papers, 0 papers with code

WinoDict: Probing language models for in-context word acquisition

no code implementations25 Sep 2022 Julian Martin Eisenschlos, Jeremy R. Cole, Fangyu Liu, William W. Cohen

We introduce a new in-context learning paradigm to measure Large Language Models' (LLMs) ability to learn novel words during inference.

Probing Language Models

Graph-Based Decoding for Task Oriented Semantic Parsing

no code implementations Findings (EMNLP) 2021 Jeremy R. Cole, Nanjiang Jiang, Panupong Pasupat, Luheng He, Peter Shaw

The dominant paradigm for semantic parsing in recent years is to formulate parsing as a sequence-to-sequence task, generating predictions with auto-regressive sequence decoders.

Dependency Parsing Semantic Parsing

Time-Aware Language Models as Temporal Knowledge Bases

no code implementations29 Jun 2021 Bhuwan Dhingra, Jeremy R. Cole, Julian Martin Eisenschlos, Daniel Gillick, Jacob Eisenstein, William W. Cohen

We introduce a diagnostic dataset aimed at probing LMs for factual knowledge that changes over time and highlight problems with LMs at either end of the spectrum -- those trained on specific slices of temporal data, as well as those trained on a wide range of temporal data.


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