БОТ понимает смысл ввода [закрыто] ⇐ Php

[Anonymous]

Я пытаюсь создать бота без использования API или какой-либо модели. Я получаю данные из базы данных после вопроса о совпадении.
вот шаг, который я делал, пока бот не получил ответ в базу данных
Я использовал некоторые инструменты НЛП https://github.com/angeloskath/php-nlp-tools/

Код: Выделить всё

Input Cleaning:

Clean and preprocess the input question (e.g., remove special characters, convert to lowercase).
Tokenization:

Split the input into individual tokens (words).
Stop Word Removal:

Remove common stop words that don't contribute to the meaning.
Spelling Correction:

Correct any spelling mistakes in the tokens using a fuzzy matching algorithm.
Synonym Mapping:

Map tokens to their synonyms to handle variations in phrasing.
Stemming:

Reduce tokens to their base or root form.
Keyword Matching:

Check for direct keyword matches with predefined questions.
POS Tagging:

Perform Part-of-Speech (POS) tagging on the input to identify the grammatical structure.
NER Tagging:

Perform Named Entity Recognition (NER) tagging to identify entities like names and places.
TF-IDF Vectorization:

Convert the preprocessed input and stored questions into TF-IDF vectors.
Cosine Similarity Calculation:

Compute the cosine similarity between the input vector and stored question vectors.
Best Match Selection:

Select the stored question with the highest cosine similarity score.
Fetch Answer:

Retrieve the corresponding answer from the database for the best-matched question.
Response Generation:

Generate and return the response with the matched question, answer, and tagging results.

но проблема в том, что я задаю пример
где доктор Мурат Кидс
http://localhost/AIGOOD/get_question.php?userMsg =где%20is%20prof%20murat%20kids

Код: Выделить всё

 "answer": "Professor Murat OZGOREN office is located on the ground floor of the faculty of engineering\r\n\r\n\r\n\r\n\r\nhttps://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjJ31UK6KN0fn8DOEGlrFQjgEItLJv3FlNg8ImWfaG9IZiSGEu32KqqwwROyo4mRwcWDR_ndWl9SIhAMHvKMkCGonG0fC8BHcGCYh41PNxN27db0oBOfvrtntwDjPhA62t0yfiPrcmxqCEbS49o4nR__PgJkCbB-XZx152VU6WGV73FHYhc9pVCFLpUAaw/s320/ezgif-3-For%20the%20orange.gif",
"matchedQuestion": "where is Professor  Murat OZGOREN office located?",
"matchedSearchWords": [
" murat ozgoren office",
" dr murat ozgoren office",
" prof  murat office",
" professor murat ozgoren office",
" dr murat office ",
"where professor  murat ozgoren office located",
"where is dr  murat ozgoren office located?"
],
"posTaggingResult": [
"where/WRB\r\n",
"is/VBZ\r\n",
"prof/NN",
"murat/NNP\r\n",
"kids/NNS"
],
"nerTaggingResult": [
"where/O",
"is/O",
"prof/O",
"murat/PERSON",
"kids/O"
]
}

ответ неправильный, и когда-нибудь, если я спрошу, где офис доктора Мурата, мой шум-бот ответит, где офис доктора Мурата, я хочу, чтобы бот понял, в чем проблема, и дал 100% точность ответ
что я могу сделать
Я ожидаю, что бот даст ответ со 100% точностью

Подробнее здесь: https://stackoverflow.com/questions/787 ... g-of-input