The scope of children’s scope: Representation, parsing and learning

Learning the Scope of Negation via Shallow Semantic Parsing

s Papers Clinical PCLB PCRB PCS PCLB PCRB PCS PCLB PCRB PCS autoparse(t&t) 91.97 87.82 80.88 85.45 67.20 59.26 97.48 88.30 85.89 autoparse(test) 92.71 88.33 81.84 87.57 68.78 62.70 97.48 87.73 85.21 oracle 99.72 94.59 94.37 98.94 84.13 83.33 99.89 98.39 98.39 Table 5: Performance (%) of negation scope finding on the three subcorpora by using automatic parser trained with 6,691 sentences in GTB1...

The Scope of Man's Free Will

Exploiting Scope for Shallow Discourse Parsing

We present an approach to automatically identifying the arguments of discourse connectives based on data from the Penn Discourse Treebank. Of the two arguments of connectives, called Arg1 and Arg2, we focus on Arg1, which has proven more challenging to identify. Our approach employs a sentence-based representation of arguments, and distinguishes intra-sentential connectives, which take both the...

The Scope and Challenges for Deep Learning.

I’ve been using machine-learning methods for more than two decades for a variety of problems, the most challenging of which has been to design a set of algorithms that learn from data how to trade securities profitably on their own and with minimal human input. I started this research to answer a basic question, namely, whether machine-learning algorithms could be shaped to make investment deci...

There is much scope for explorative learning and long-term memory in active teaching process

Introducing RCTM (Research-Centered Teaching Method) by the author showed the method provokes enthusiasm and anxiety, correlated with cognition: Cognition = (0.27) enthusiasm– (0.15) not interested + (0.08) anxiety. “The broaden-and-build theory” (Fredrickson, 2001) posits that positive emotions are useful in several ways. By linking this theory and emotional intelligence theory, it becomes app...