Deep contextualized word representations

NAACL 2018 • flairNLP/flair •

We introduce a new type of deep contextualized word representation that models both (1) complex characteristics of word use (e. g., syntax and semantics), and (2) how these uses vary across linguistic contexts (i. e., to model polysemy).

CITATION INTENT CLASSIFICATION CONVERSATIONAL RESPONSE SELECTION COREFERENCE RESOLUTION LANGUAGE MODELLING NAMED ENTITY RECOGNITION NATURAL LANGUAGE INFERENCE QUESTION ANSWERING SEMANTIC ROLE LABELING SENTIMENT ANALYSIS

SciBERT: A Pretrained Language Model for Scientific Text

IJCNLP 2019 • allenai/scibert •

Obtaining large-scale annotated data for NLP tasks in the scientific domain is challenging and expensive.

CITATION INTENT CLASSIFICATION DEPENDENCY PARSING LANGUAGE MODELLING MEDICAL NAMED ENTITY RECOGNITION PARTICIPANT INTERVENTION COMPARISON OUTCOME EXTRACTION RELATION EXTRACTION SENTENCE CLASSIFICATION

Hierarchical Attention Networks for Document Classification

NAACL 2016 • ematvey/hierarchical-attention-networks •

CITATION INTENT CLASSIFICATION DOCUMENT CLASSIFICATION SENTIMENT ANALYSIS

Don't Stop Pretraining: Adapt Language Models to Domains and Tasks

ACL 2020 • allenai/dont-stop-pretraining •

Language models pretrained on text from a wide variety of sources form the foundation of today's NLP.

CITATION INTENT CLASSIFICATION

Structural Scaffolds for Citation Intent Classification in Scientific Publications

NAACL 2019 • allenai/scicite

Identifying the intent of a citation in scientific papers (e. g., background information, use of methods, comparing results) is critical for machine reading of individual publications and automated analysis of the scientific literature.

CITATION INTENT CLASSIFICATION INTENT CLASSIFICATION READING COMPREHENSION SENTENCE CLASSIFICATION

Measuring the Evolution of a Scientific Field through Citation Frames

TACL 2018 • davidjurgens/citation-function

CITATION INTENT CLASSIFICATION SENTENCE CLASSIFICATION