Technology

How to Capitalize NLP Capabilities of AI to Offset Time and Labor-Intensive Factors of Contract Analysis

<p style&equals;"text-align&colon; justify&semi;">Natural Language Processing&comma; aka NLP&comma; has been capturing enough interest in the field of AI recently&period; Statistics say that the NLP market will cross the &dollar;43 billion threshold by 2025&period; The application of NLP has a dominant role to play in contract analysis&comma; exceeding beyond finding human errors only&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;">The <a href&equals;"https&colon;&sol;&sol;www&period;edgeverve&period;com&sol;xtractedge-contract-analysis&sol;" target&equals;"&lowbar;blank" rel&equals;"noopener">contract analysis system<&sol;a> is complex and labor-intensive&comma; often subjected to mindless human errors&period; Here&comma; NLP can help businesses save millions of dollars in value from missed opportunities hidden in contractual clauses&period; Apart from that&comma; NLPs benefit companies in other ways too&excl; Let&&num;8217&semi;s elucidate&period;<&sol;p>&NewLine;<h2 style&equals;"text-align&colon; justify&semi;">What is NLP in Contract Analysis&quest;<&sol;h2>&NewLine;<p style&equals;"text-align&colon; justify&semi;">NLP is an AI application designed to equip computers or machines with the ability to understand human language&comma; in text or spoken words&comma; the same way as humans can&period; Several NLPs are employed to break down human text and voice data to make them easily consumable by machines&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;">In contract analysis&comma; NLP is used to arrest errors or deviations in contracts that span thousands of pages&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;">Usually&comma; the mistakes are grouped into three common categories&comma; namely –<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;"><strong>Unilateral&colon;<&sol;strong> This category of errors occurs when only one of the parties to the contract misinterprets the contractual terms and conditions during contract analysis and review&period; Such situations arise when the clauses are ambiguous&comma; and after several reviews&comma; such terms remain unclear&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;"><strong>Mutual&colon;<&sol;strong> Usually&comma; both parties do not misinterpret key clauses simultaneously&period; Also&comma; mutual mistakes void the contract altogether only if the misinterpretation changes the overall intent of the contract&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;"><strong>Common&colon;<&sol;strong> There are a few common errors easily committed by both parties at the same time&period; Here&comma; the error doesn&&num;8217&semi;t occur because the partners misinterpreted the terms&period; Instead&comma; the contract itself is incorrect&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;">Template-based contracts are often prone to such errors&comma; as mentioned aforehand&period; Unfortunately&comma; contract reviewers often ignore mistakes at a granular level even after being completely aware of the risks&period; This is where NLP in contract analysis steps in to outdo the minute mistakes left ignored&period;<&sol;p>&NewLine;<h2>NLP in Contract Analysis Use-Cases and Benefits<&sol;h2>&NewLine;<p style&equals;"text-align&colon; justify&semi;"><a href&equals;"https&colon;&sol;&sol;businesslawtoday&period;org&sol;2019&sol;11&sol;contract-analytics-new-frontier-gaining-sustaining-competitive-advantage&sol;" target&equals;"&lowbar;blank" rel&equals;"noopener">Fortune 500 companies<&sol;a> usually handle 20&comma;000-40&comma;000 active contracts daily&period; Managing contracts in such huge numbers throughout contract lifecycles is a herculean task&period; So human errors are bound to exist in huge numbers as well&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;">Legal contract analysis software uses various AI applications to break down the herculean task into small&comma; achievable goals and work alongside the human workforce at every step of their lifecycle&period; For instance&comma; Natural Language Processing application capabilities help break dense contract documents and complex words in the coded language for the software to identify and pinpoint disparities in the terms&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;">Some of these NLP capabilities include –<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;"><strong>Speech Recognition&colon;<&sol;strong> Usually termed speech-to-text&comma; this NLP capability covers voice data into text data and is used for AI applications that involve voice commands&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;"><strong>Speech Tagging&colon;<&sol;strong> Commonly known as grammatical tagging&comma; this capability of NLP in contract analysis determines the part of speech of a particular word&period; For example&comma; the word &&num;8216&semi;make&&num;8217&semi; is used as a verb in the sentence&comma; &&num;8216&semi;I can make a paper plane&period;&&num;8217&semi; On the other hand&comma; &&num;8216&semi;make&&num;8217&semi; is used as a noun in the following sentence&comma; &&num;8216&semi;What make of car do you own&quest;&&num;8217&semi; NLP identifies this primary difference in the sentences and helps AI work accordingly&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;"><strong>Disambiguation&colon;<&sol;strong> NLP uses semantic analysis to identify words with multiple meanings and selects those apt words in the given context&period; For example&comma; semantic analysis can identify the difference in the meaning of the word &&num;8216&semi;make&&num;8217&semi; in two different contexts&comma; &&num;8216&semi;make the grade&&num;8217&semi; and &&num;8216&semi;make a bet&period;&&num;8217&semi;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;"><strong>Entity Recognition&colon;<&sol;strong> Entity Recognition or Named Entity Recognition capability identifies words and phrases and connects them to valuable entities&comma; like Kentucky as a location and Mary as a person&&num;8217&semi;s name&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;"><strong>Sentiment Analysis&colon;<&sol;strong> Here&comma; NLP identifies human emotions like attitudes&comma; emotions&comma; sarcasm&comma; confusion&comma; and suspicion by extracting subjective qualities from contract clauses and wordy paragraphs&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;"><strong>Natural Language Generation&colon;<&sol;strong> This is the opposite of speech recognition&comma; where structured data are converted into human language&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;"><strong>Co-reference Resolution&colon;<&sol;strong> NLP is tasked with identifying if and when two different terms refer to the same identity and captures a metaphor or idiom used in the paragraphs&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;">With such capabilities&comma; NLP in contract analysis performs the following tasks during the contract reviewing process –<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;"><strong>Extracting Granular Information&colon;<&sol;strong> Contracts are verbose and dense documents containing complex legal references&comma; phrases&comma; and terminologies&period; Hence&comma; extracting granular data from such dense documents is quite a labor and time-intensive task&period; Missing out on granular deviations is highly probable when legal teams are tasked to analyze volumes of contracts daily&period; Automated contract analysis leverages the NLP capabilities to cater to herculean tasks and complete them less than half the time humans would have taken&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;"><strong>Extracting Entities&colon;<&sol;strong> Contracts include many references to various entities&comma; from people to organizations to locations&period; For an automated system&comma; identifying entities from each other and differentiating them from other words&sol;phrases is not possible without human intervention&period; This is because artificial systems or machines are inherently incapable of understanding human language&period; But&comma; for <a href&equals;"https&colon;&sol;&sol;newsforpublic&period;com&sol;key-features-supply-chain-management-software&sol;">AI contract analysis software<&sol;a> to perform independently&comma; the capability to process human language as closely as possible is important and NLP fills this gap&period; Following a rule-based approach&comma; embedding domain expertise enables the software to process thousands of contracts added to its database and provide context to those ambiguous terms&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;"><strong>Searching for Semantics&colon;<&sol;strong> Companies have an extensive repository of contracts&period; Hence&comma; finding critical information using primary keywords might narrow down options but also opens many irrelevant options to scan&period; This is because the same word is often used in a different context in the contracts&period; NLP in contract analysis uses semantic analysis capability to understand the contextual meaning of words&comma; extract&comma; and classify clauses with speed and precision&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;"><strong>Comparing Clauses&colon;<&sol;strong> There is nothing like universal legal language&period; Hence&comma; companies have their approach to pen down legal contract clauses&period; Confusion occurs when legal teams are tasked to compare those clauses with in-house standard clauses&period; Natural Language Processing capabilities of AI contract analysis software allow companies to create a repository of clauses&comma; evaluate and assess new contracts&comma; and compare them with those previously assessed and available in the repository&comma; minus human intervention&period;<&sol;p>&NewLine;<h2>Natural Language Processing – The Key Element in Contract Analysis<&sol;h2>&NewLine;<p style&equals;"text-align&colon; justify&semi;">Natural Language Processing applications are already reshaping the contract management process by extracting the time&comma; cost&comma; and labor factors out of the contract analysis process&period; Moreover&comma; NLP-driven solutions easily compare new contract terms with the repository of standard clauses and language for clauses to flag areas of concern without human intervention&period; NLP and other automated contract analysis software capabilities have successfully cut down human-machine interaction to a bare minimum&comma; especially where contract reviewing is involved&period;<&sol;p>&NewLine;<p style&equals;"text-align&colon; justify&semi;">The way technology has evolved&comma; it would not be long before companies start using data&comma; machine learning&comma; and NLP to close deals successfully without spending hours negotiating terms and reaching agreements&period;<&sol;p>&NewLine;

Hardik Patel

Hardik Patel is a Digital Marketing Consultant and professional Blogger. He has 16+ years experience in SEO, SMO, SEM, Online reputation management, Affiliated Marketing and Content Marketing.

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