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Barriers to Discrete Reasoning with Transformers: A Survey Across Depth, Exactness, and Bandwidth
Michelle Yuan, Weiyi Sun, Amir H. Rezaeian +5
Transformers have become the foundational architecture for a broad spectrum of sequence modeling applications, underpinning state-of-the-art systems in natural language processing,…
Sequential Cross-Document Coreference Resolution
Emily Allaway, Shuai Wang, Miguel Ballesteros
Relating entities and events in text is a key component of natural language understanding. Cross-document coreference resolution, in particular, is important for the growing intere…
Transition-Based Dependency Parsing using Perceptron Learner
Rahul Radhakrishnan Iyer, Miguel Ballesteros, Chris Dyer +1
Syntactic parsing using dependency structures has become a standard technique in natural language processing with many different parsing models, in particular data-driven models th…