我写了一个程序来接受用户的提问。然后,它将该问题与一系列预定义问题进行匹配并返回答案。它应该是准确的,并且仅与接近(模糊匹配)或与用户输入的内容完全匹配的问题匹配。
我的SSCE:
编码:
#include <iostream>
#include <cstdint>
#include <algorithm>
#include <numeric>
#include <functional>
int min_index(const std::vector<int>& list)
{
int index = 0;
int smallest = list[0];
for (size_t i = 0; i < list.size(); ++i) {
if (list[i] < smallest) {
smallest = list[i];
index = i;
}
}
return index;
}
std::uint32_t LevenshteinDistance(const std::string &First, const std::string &Second)
{
const std::size_t FirstLength = First.size();
const std::size_t SecondLength = Second.size();
std::vector<std::uint32_t> Current(SecondLength + 1);
std::vector<std::uint32_t> Previous(SecondLength + 1);
std::size_t I = 0;
std::generate(Previous.begin(), Previous.end(), [&] {return I++; });
for (I = 0; I < FirstLength; ++I)
{
Current[0] = I + 1;
for (std::size_t J = 0; J < SecondLength; ++J)
{
auto Cost = First[I] == Second[J] ? 0 : 1;
Current[J + 1] = std::min(std::min(Current[J] + 1, Previous[J + 1] + 1), Previous[J] + Cost);
}
Current.swap(Previous);
}
return Previous[SecondLength];
}
std::vector<std::string> questions =
{
"What is the most popular program at GBC?",
"How much is the tuition at GBC?",
"Do I have to pay my fees before I can register?",
"What are my fee payment options?",
"How do I know when I'm allowed to register?",
"How do I add and/or drop courses from my timetable?",
"What do I do if I can't find my PASSWORD?",
"How do I withdraw from a program?",
"What are the college policies?",
"How much math do I need to know?",
"What is the program code for computer programming?",
"What is stu-view?",
"What is the college best known for?",
"How easy is it to find work after program completion?",
"What if I plan to continue my education after?"
};
std::vector<std::string> answers =
{
"Fashion",
"3000 a semester",
"Yes you have to pay the fees before registering",
"You may pay online on your student account through the student portal",
"You may register two weeks or more before the start of the program",
"You may drop courses from online through the student portal",
"You can call ... and an agent will assist you",
"You may withdraw using the student portal online",
"They are located at the following link...",
"It depends on the program you are entering",
"T127 is the code for computer science",
"Stu-View is a student portal to manage student account and view marks.",
"The cafeteria food",
"Depends on the field of work and timing",
"You may do so within three years after program completion"
};
int main()
{
std::string user_question = "program";
std::vector<int> distances = std::vector<int>(questions.size(), 0);
for (size_t I = 0; I < questions.size(); ++I)
{
int dist = LevenshteinDistance(user_question, questions[I]);
distances[I] = dist;
}
std::cout<<"Distance: "<<distances[min_index(distances)]<<"\n";
std::cout<<"User-Question: "<<user_question<<"\n";
std::cout<<"Question-Key: "<<questions[min_index(distances)]<<"\n";
std::cout<<"Answer-Value: "<<answers[min_index(distances)]<<"\n";
return 0;
}
所以在上面,用户输入"program"
..它应该从问题列表中找到最接近的匹配并返回相应的答案..
但是,它打印:
Distance: 17
User-Question: program
Question-Key: What is stu-view?
Answer-Value: Stu-View is a student portal to manage student account and view marks.
它应该有更好的结果或准确性,但它似乎并不关心句子是否有用户输入的关键字:S 它适用于小案例,但适用于大型数据库或超过 5 个句子的以上数据库, 很难.. 尤其是关键字很少的时候;l
我究竟做错了什么?有什么想法可以解决它并使其更准确吗?我尝试了 HammingDistance,类似的结果..