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Found 26 papers, 5 papers with code
GRAIL—Generalized Representation and Aggregation of Information Layers
This paper identifies novel characteristics necessary to successfully represent multiple streams of natural language information from speech and text simultaneously, and proposes a multi-tiered system that implements these characteristics centered around a declarative configuration.
Anatomy of OntoGUM—Adapting GUM to the OntoNotes Scheme to Evaluate Robustness of SOTA Coreference Algorithms
SOTA coreference resolution produces increasingly impressive scores on the OntoNotes benchmark.
The Universal Anaphora Scorer
It also supports the evaluation of split antecedent anaphora and discourse deixis, for which no tools existed.
PropBank Comes of Age—Larger, Smarter, and more Diverse
This paper describes the evolution of the PropBank approach to semantic role labeling over the last two decades.
SPLICE: A Singleton-Enhanced PipeLIne for Coreference REsolution
We then propose a two-step neural mention and coreference resolution system, named SPLICE, and compare its performance to the end-to-end approach in two scenarios: the OntoNotes test set and the out-of-domain (OOD) OntoGUM corpus.
Incorporating Singletons and Mention-based Features in Coreference Resolution via Multi-task Learning for Better Generalization
Previous attempts to incorporate a mention detection step into end-to-end neural coreference resolution for English have been hampered by the lack of singleton mention span data as well as other entity information.
Ranked #1 on
Coreference Resolution
on OntoGUM
Joint Coreference Resolution for Zeros and non-Zeros in Arabic
Most existing proposals about anaphoric zero pronoun (AZP) resolution regard full mention coreference and AZP resolution as two independent tasks, even though the two tasks are clearly related.
Anatomy of OntoGUM--Adapting GUM to the OntoNotes Scheme to Evaluate Robustness of SOTA Coreference Algorithms
SOTA coreference resolution produces increasingly impressive scores on the OntoNotes benchmark.
OntoGUM: Evaluating Contextualized SOTA Coreference Resolution on 12 More Genres
SOTA coreference resolution produces increasingly impressive scores on the OntoNotes benchmark.
Ranked #2 on
Coreference Resolution
on OntoGUM
Temporal Annotation in the Clinical Domain
The corpus is available to the community and has been proposed for use in a SemEval 2015 task.
