Update README.md

README.md

@@ -77,33 +77,24 @@ Users (both direct and downstream) should be made aware of the risks, biases and
 
 Use the code below to get started with the model.
 
-from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
-model_name = "scholarly360/contracts-extraction-flan-t5-base"
-model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
-tokenizer = AutoTokenizer.from_pretrained(model_name)
-
-##1
-prompt = """ 
-what kind of clause is "Neither Party shall be liable to the other for any abatement of Charges, delay or non-performance of its obligations under the Services Agreement arising from any cause or causes beyond its reasonable control (a "Force Majeure Event") including, without limitation" 
-"""
-inputs = tokenizer(prompt, return_tensors="pt")
-outputs = model.generate(**inputs)
-print(tokenizer.batch_decode(outputs, skip_special_tokens=True))
-##2
-prompt = """ 
-what are the multiple parties in  "This COLLABORATION AGREEMENT (“Agreement”) dated November 14, 2002, is made by and between ZZZ, INC., a Delaware corporation, and having its principal office at 901 Gateway Boulevard, South San Francisco, California 9999 (ZZZZ), and MAJJO GROUP LIMITED, a United Kingdom corporation, and having its principal office at Majjo House, Berkeley Avenue, Greenford, Middlesex, UB6 0NN, United Kingdom (MAJJ). Both may be referred to as a “Party” or together, the “Parties”."
-"""
-inputs = tokenizer(prompt, return_tensors="pt")
-outputs = model.generate(**inputs)
-print(tokenizer.batch_decode(outputs, skip_special_tokens=True))
-##3
-prompt = """ 
-what is agreement date in "This COLLABORATION AGREEMENT (“Agreement”) dated November 14, 2002, is made by and between ZZZ, INC., a Delaware corporation"
-"""
-
-inputs = tokenizer(prompt, return_tensors="pt")
-outputs = model.generate(**inputs)
-print(tokenizer.batch_decode(outputs, skip_special_tokens=True))
+```python
+>>> from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
+>>> model_name = "scholarly360/contracts-extraction-flan-t5-base"
+>>> model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
+>>> tokenizer = AutoTokenizer.from_pretrained(model_name)
+>>> 
+>>> prompt = """ what kind of clause is "Neither Party shall be liable to the other for any abatement of Charges, delay or non-performance of its obligations under the Services Agreement arising from any cause or causes beyond its reasonable control (a "Force Majeure Event") including, without limitation" """
+>>> inputs = tokenizer(prompt, return_tensors="pt")
+>>> outputs = model.generate(**inputs)
+>>> print(tokenizer.batch_decode(outputs, skip_special_tokens=True))
+>>> 
+>>> prompt =  """ what is agreement date in "This COLLABORATION AGREEMENT (“Agreement”) dated November 14, 2002, is made by and between ZZZ, INC., a Delaware corporation""""
+>>> inputs = tokenizer(prompt, return_tensors="pt")
+>>> outputs = model.generate(**inputs)
+>>> print(tokenizer.batch_decode(outputs, skip_special_tokens=True))
+
+```
+
 
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