check more meticulously the matches

app.py

@@ -43,7 +43,7 @@ def postprocess_vancy(vacancies, resume):
             html_table = "<table>"
 
             # Add table headers
-            html_table += "<tr><th>Vacancy</th><th>Score</th><th>Skills Match</th></tr>"
+            html_table += "<tr><th>Vacancy</th><th>Skills Match</th></tr>"
 
             # Prepare a list to hold the futures
             futures = []
@@ -63,14 +63,22 @@ def postprocess_vancy(vacancies, resume):
                     skills_match_predicted = utils.get_json_list_from_result(
                         skills_match, "skills_match_predicted"
                     )
-                    for skill in skills_match_predicted:
+                    print("getting matched skills ...")
+                    matched_skills = [
+                        element["content"]
+                        for element in skills_match_predicted
+                        if element["resume_index"] > 0 and element["vacancy_index"] > 0
+                    ]
+                    for element in matched_skills:
                         vacancy = vacancy.lower().replace(
-                            skill.lower(),
-                            f'<span style="background-color: yellow;">{skill}</span>',
+                            element.lower(),
+                            f'<span style="background-color: yellow;">{element}</span>',
                         )
                     formatted_vacancy = vacancy.replace(".,", "<br/>")
                     formatted_vacancy = f"VACATURE {i + 1}:<br/>{formatted_vacancy}"
-                    html_table += f"<tr><td>{formatted_vacancy}</td><td>{len(skills_match_predicted)}</td><td>{', '.join(skills_match_predicted)}</td></tr>"
+                    matches = "<br/> - ".join(matched_skills)
+                    macthes_formatted = f"Score: {len(matched_skills)}<br/>-{matches}"
+                    html_table += f"<tr><td>{formatted_vacancy}</td><td>{macthes_formatted}</td></tr>"
             html_table += "</table>"
             return html_table
 

skills.py

@@ -107,15 +107,23 @@ def get_skills_match(llm, vacancy, resume) -> SequentialChain:
       {vacancy}
       ```
 
-      Can you list the matches concerning skills between the vacancy above delimited by three backticks with the resume below delimited by three backticks. 
-      Consider skills that are not exact but are close to each other.
-      Provide maximum 7 skills and the most required skills first.
-      If no skills match do not make up a response and return an empty list.
-      Return the matches as a JSON list on 1 line, do not add newlines or any other text.
-
+      Can you list any matches you can find in both the vacancy above delimited by three backticks and the resume below delimited by three backticks. 
+      Look for job specific content, experience and location.
+      If there is no match at all, do not make up a response and return an empty list.
+      Make sure the a match occurs in both resume and vacancy.
+      
       ```
       {resume}
       ```
+      
+      Return the matches as a JSON list where each element of the list is the following JSON object:
+    
+      "content" : <the matched content like it occured in the vacancy>,
+      "resume_index" : <the number of times the match occured in the resume>,
+      "vacancy_index" : <the number of times the match occured in the vacancy>
+      
+      
+      Return the JSON list with no new lines or any other text.
       """
 
     prompt_get_skills_intersection = ChatPromptTemplate.from_template(