initial commit

app.py

@@ -19,6 +19,18 @@ def load_questions():
     return questions
 
 
+def load_questions_short():
+    questions_short = []
+    with open('data/questions_short.txt') as f:
+        questions_short = f.readlines()
+
+    # questions = []
+    # for i, q in enumerate(data['data'][0]['paragraphs'][0]['qas']):
+    #     question = data['data'][0]['paragraphs'][0]['qas'][i]['question']
+    #     questions.append(question)
+    return questions_short
+
+
 st.cache(show_spinner=False, persist=True)
 
 
@@ -34,6 +46,7 @@ def load_contracts():
 
 
 questions = load_questions()
+questions_short = load_questions_short()
 # contracts = load_contracts()
 
 ### DEFINE SIDEBAR
@@ -83,7 +96,7 @@ if user_upload is not None:
             pdfReader = PyPDF4.PdfFileReader(user_upload)
             print(pdfReader.numPages)
             contract_data = ''
-            for i in range(0,pdfReader.numPages):
+            for i in range(0, pdfReader.numPages):
 
                 print(i)
                 pageobj = pdfReader.getPage(i)
@@ -106,9 +119,12 @@ number_results = st.sidebar.selectbox('Select number of results', results_drop)
 st.header("Legal Contract Review Demo")
 st.write("This demo uses the CUAD dataset for Contract Understanding.")
 
+paragraph = st.text_area(label="Contract", value=contract_data, height=300)
 
-paragraph = st.text_area(label="Contract", value=contract_data, height=400)
-question = st.selectbox('Choose one of the 41 queries from the CUAD dataset:', questions)
+questions_drop = questions_short
+question_short = st.selectbox('Choose one of the 41 queries from the CUAD dataset:', questions_drop)
+idxq = questions_drop.index(contract)
+question = questions[idxq]
 
 if st.button('Analyze'):
     if (not len(paragraph)==0) and not (len(question)==0):
@@ -116,8 +132,8 @@ if st.button('Analyze'):
         with st.spinner(text='Analysis in progress...'):
             #predictions = run_prediction([question], paragraph, '../models/roberta-base/')
             data = {}
-            data['question']=[question]
-            data['context']=paragraph
+            data['question'] = [question]
+            data['context'] = paragraph
             print(data)
 
             predictions = run_prediction(data['question'], data['context'], 'akdeniz27/roberta-base-cuad',
@@ -135,5 +151,6 @@ if st.button('Analyze'):
                 f = open("nbest.json")
                 st.success(f.readlines())
             st.success("Successfully processed contract!")
+            st.success(question)
     else:
         st.write("Unable to call model, please select question and contract")

data/questions_short.txt

@@ -0,0 +1,41 @@
+Question 1: What is the contract name?
+Question 2: Who are the parties that signed the contract?
+Question 3: What is the agreement date of the contract?
+Question 4: What is the date when the contract is effective?
+Question 5: What date will the contract's initial term expire?
+Question 6: What is the renewal term after the initial term expires?
+Question 7: What is the notice period required to terminate renewal?
+Question 8: Which state/country's law governs the interpretation of the contract?
+Question 9: Is there a clause that if a third party gets better terms in the contract, the buyer under the contract shall be entitled to those better terms?
+Question 10: What is the restriction on the ability of a party to compete with the counterparty or operate in a certain geography or business or technology sector? 
+Question 11: Is there an exclusive dealing  commitment with the counterparty?
+Question 12: Is a party restricted from contracting or soliciting customers or partners of the counterparty, whether during the contract or after the contract ends (or both)?
+Question 13: What are the competitive restriction exceptions in the contract?
+Question 14: Is there a restriction on a party’s soliciting or hiring employees and/or contractors from the  counterparty, whether during the contract or after the contract ends (or both)?
+Question 15: Is there a requirement on a party not to disparage the counterparty?
+Question 16: Can a party terminate this  contract without cause (solely by giving a notice and allowing a waiting  period to expire)?
+Question 17: What are the terms granting one party a right of first refusal, right of first offer, or right of first negotiation?
+Question 18: What are the terms about right of termination?
+Question 19: Is consent or notice required of a party if the contract is assigned to a third party?
+Question 20: Is one party required to share revenue or profit with the counterparty for any technology, goods, or services?
+Question 21: Is there a restriction on the  ability of a party to raise or reduce prices of technology, goods, or  services provided?
+Question 22: Is there a minimum order size or minimum amount or units per-time period that one party must buy from the counterparty under the contract?
+Question 23: Is there a fee increase or consent requirement, etc. if one party’s use of the product/services exceeds certain threshold?
+Question 24: What are the terms about intellectual property created  by one party?
+Question 25: Is there any clause providing for joint or shared ownership of intellectual property between the parties to the contract?
+Question 26: Does the contract contain a license granted by one party to its counterparty?
+Question 27: Does the contract limit the ability of a party to transfer the license being granted to a third party?
+Question 28: Does the contract contain a license grant by affiliates of the licensor or that includes intellectual property of affiliates of the licensor? 
+Question 29: Does the contract contain a license grant to a licensee (incl. sublicensor) and the affiliates of such licensee/sublicensor?
+Question 30: Is there a clause granting one party an “enterprise,” “all you can eat” or unlimited usage license?
+Question 31: Does the contract contain a  license grant that is irrevocable or perpetual?
+Question 32: Is one party required to deposit its source code into escrow with a third party, which can be released to the counterparty upon the occurrence of certain events (bankruptcy,  insolvency, etc.)?
+Question 33: Is a party subject to obligations after the termination or expiration of a contract, including any post-termination transition, payment, transfer of IP, wind-down, last-buy, or similar commitments?
+Question 34: Does a party have the right to  audit the books, records, or physical locations of the counterparty to ensure compliance with the contract?
+Question 35: Is a party’s liability uncapped upon the breach of its obligation in the contract? This also includes uncap liability for a particular type of breach such as IP infringement or breach of confidentiality obligation.
+Question 36: Does the contract include a cap on liability upon the breach of a party’s obligation? This includes time limitation for the counterparty to bring claims or maximum amount for recovery.
+Question 37: Does the contract contain a clause that would award either party liquidated damages for breach or a fee upon the termination of a contract (termination fee)?
+Question 38: What is the duration of any  warranty against defects or errors in technology, products, or services  provided under the contract?
+Question 39: Is there a requirement for insurance that must be maintained by one party for the benefit of the counterparty?
+Question 40: Is a party restricted from contesting the validity of the counterparty’s ownership of intellectual property or otherwise bringing a claim against the counterparty for matters unrelated to the contract?
+Question 41: Is there a non-contracting party who is a beneficiary to some or all of the clauses in the contract and therefore can enforce its rights against a contracting party?