Too Many Questions

نویسندگان

  • Ann He
  • Jeffrey Zhang
چکیده

Much work has been done in recognizing the semantics of sentences as well as semantic relationships between sentences. We applied some of these previous approaches to the space of question similarity. Our task was to create a classifier that given a pair of questions, attempted to predict whether or not the questions were asking the same question. Of the four models we attempted (bag of words, LSTM with distance and angle, LSTM with normal attention, and LSTM with word-byword attention), the model that performed the best was LSTM with distance and angle, achieving a test accuracy of 84.7 percent. Word-by-word attention also outperformed normal attention by almost 1 percent.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Statistical learning control of uncertain systems: theory and algorithms

It has recently become clear that many control problems are too dicult to admit analytic solutions. New results have also emerged to show that the computational complexity of somè`solved'' control problems is prohibitive. Many of these control problems can be reduced to decidability problems or to optimization questions. Even though such questions may be too dicult to answer analytically, or ...

متن کامل

Creating Clusters: An Analysis of Traveling Salesman as a Clustering Mechanism

It is May, 1940. The Germans have just taken control of the northwestern portions of France; the resistance has fled south to various villages. Many questions arise: how should they organize? How will they share resources? How will they communicate? If they form large groups over many cities, communications and supplies may take too long to arrive. If their groups are too small, they may not ha...

متن کامل

Hamiltonian Chains in Hypergraphs

Hamiltionian chain is a generalisation of hamiltonian cycles for hypergraphs. Among the several possible ways of generalisations this is probably the most strong one, it requires the strongest structure. Since there are many interesting questions about hamiltonian cycles in graphs, we can try to answer these questions for hypergraphs, too. In the present article we give a survey on results abou...

متن کامل

Auxology – an editorial

Auxology (Greek αυξω - I let grow) is the science of human growth and development. Significant public interest focuses on questions like: how does my child grow? How did our ancestors grow? How do other people around the world grow? Are there advantages to being tall and disadvantages to being short? Am I too fat? And many questions are related to the treatment of growth failure.

متن کامل

Determination of the most important factors in overall effectiveness of a clinical teacher: students’ point of view

Introduction. Development of a faculty evaluation program determines the unique values and priorities of an education institute. Preparation of evaluation questionnaires on the basis of responders’ ideals and recognition, accuracy of analyses and practicality of assessment system are effective strategies for success. Elimination of inappropriate or parallel questions will shorten the questionna...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2017