Pith. sign in

REVIEW 1 cited by

Not yet reviewed by Pith; the record is open.

Re-run · record.json Download PDF Read on arXiv ↗

This paper has not been read by Pith yet. Machine review is queued; the pith claim, tier, and objections will appear here once it completes.

SPECIMEN: schema-true, not a live event

T0 review · schema-true

One-sentence machine reading of the paper's core claim.

pith:XXXXXXXX · record.json · timestamp

arxiv 1808.10485 v1 pith:KKC6IRK4 submitted 2018-08-30 cs.CL

Syntactic Scaffolds for Semantic Structures

Swabha Swayamdipta , Sam Thomson , Kenton Lee , Luke Zettlemoyer , Chris Dyer , Noah A. Smith This is my paper
classification cs.CL
keywords syntacticscaffoldssemanticsemanticstasksachievingapproachavoid
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
0 comments
read the original abstract

We introduce the syntactic scaffold, an approach to incorporating syntactic information into semantic tasks. Syntactic scaffolds avoid expensive syntactic processing at runtime, only making use of a treebank during training, through a multitask objective. We improve over strong baselines on PropBank semantics, frame semantics, and coreference resolution, achieving competitive performance on all three tasks.

discussion (0)

Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.

Forward citations

Cited by 1 Pith paper

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score.

  1. UW-BHI at MEDIQA 2019: An Analysis of Representation Methods for Medical Natural Language Inference

    cs.IR 2019-07 unverdicted novelty 2.0

    Compares BERT, ESP, and Cui2Vec embeddings within ESIM on the MedNLI shared-task dataset to assess performance and internal representations for medical inference.