Arithmetic Questions Sample Clauses

Arithmetic Questions. ‌ This section demonstrates an approach to the application of complex question answering, targeted on arithmetic questions. The purpose of this section is to show a proof of concept that described above graph can be effectively applied to answer such questions. For experiments, a set of arithmetic questions is taken and used for elementary and middle school students. These questions consist of simple arithmetic operations such as addition and subtraction. Table 4.2 shows a sample of these questions. The main challenge of this task is mostly related to the contiguous repre- sentation of state changes. The question at the end concerns about either the Question Equation A restaurant served 9 pizzas during lunch and 6 during dinner today. How many pizzas were served today? x = 9 + 6 Tim’s cat had kittens. He gave 3 to Xxxxxxx and 6 to Xxxx. He now has 9 kittens. How many kittens did he have to start with? x = 3 + 6 + 9 Table 4.2: Sample of arithmetic questions. start state, the transitions, or the end state of a specific theme (e.g., pizza, kitten). Therefore, simplistic string matching approaches, which would have worked well on factoid questions, would not perform well on this type of questions. Another challenge is found by coreference mentions in these ques- tions. Arithmetic questions generally consist of multiple sentences such that coreference resolution plays a crucial role in getting high accuracy. Verb polarity sequence classification The task of solving of arithmetic questions is turned into a sequence classi- fication of verb polarities. It is likely that the verbs need to be classified in sequence because the same verb can convey different polarities in different contexts. Three types of verb polarities are used: +, -, and 0. Given the list of sentences in each question and the equation associated with it (Table 4.2), each verb is mapped with its polarity by comparing their quantities. ‘+’ and v1 v2 … vn f0 … fm f0 … fm f0 … fm P1 P2 … P4 x = P1*I1 + P2*I2 + … + Pn*In Knowledge Graph Verb filtering
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