diff --git a/ui/src/components/TitleAndDescription/TitleAndDescription.tsx b/ui/src/components/TitleAndDescription/TitleAndDescription.tsx
index 62e9926..f44620e 100644
--- a/ui/src/components/TitleAndDescription/TitleAndDescription.tsx
+++ b/ui/src/components/TitleAndDescription/TitleAndDescription.tsx
@@ -1,5 +1,6 @@
 import { Link, Typography } from '@mui/material';
 import styles from './TitleAndDescription.module.css';
+import { Link as RouterLink } from 'react-router-dom';
 
 const TitleAndDescription = () => {
     return (
@@ -21,7 +22,11 @@ const TitleAndDescription = () => {
                 .
             </Typography>
             <Typography component={'div'} variant="body1" className={styles.subtext}>
-                A library implementing the underlying methods is available to download for offline use.
+                A&nbsp;
+                <Link component={RouterLink} to="/faq/#faq-11" rel="noopener noreferrer" target="_blank">
+                    library
+                </Link>
+                &nbsp;implementing the underlying methods is available to download for offline use.
             </Typography>
         </div>
     );
diff --git a/ui/src/pages/FAQ/faq-util/faq-text.tsx b/ui/src/pages/FAQ/faq-util/faq-text.tsx
index 602fd0b..e597fb3 100644
--- a/ui/src/pages/FAQ/faq-util/faq-text.tsx
+++ b/ui/src/pages/FAQ/faq-util/faq-text.tsx
@@ -9,7 +9,7 @@ export const FAQ_ITEMS: FAQText[] = [
     {
         question: 'How can I cite the Oxidation State Analyzer?',
         //answer: 'If you would like to cite the oxidation state analyzer, please reference the following manuscript: PLACEHOLDER. You can directly export this reference to a citation manager by clicking on one of the following links: PLACEHOLDER'
-        answer: 'A preprint of our manuscript is available <a href="https://chemrxiv.org/engage/chemrxiv/article-details/6542a27a48dad23120de97ee" rel="noopener noreferrer" target="_blank">here </a>'
+        answer: 'A preprint of our manuscript is available <a href="https://chemrxiv.org/engage/chemrxiv/article-details/6542a27a48dad23120de97ee" rel="noopener noreferrer" target="_blank">here </a>.'
     },
     {
         question: 'For what species can oxidation states be calculated?',
@@ -29,7 +29,7 @@ export const FAQ_ITEMS: FAQText[] = [
     },
     {
         question: 'What is the likelihood score?',
-        answer: 'The likelihood score is a number between 0 and 1 representing the estimated relative likelihood that a particular combination of oxidation states coexists in a stable material at a particular electronic chemical potential (or equivalently, at a particular ICSD-derived reduction potential).  More information is available in our <a href="https://chemrxiv.org/engage/chemrxiv/article-details/6542a27a48dad23120de97ee" rel="noopener noreferrer" target="_blank">manuscript</a>. (We will update this section when the manuscript becomes available)'
+        answer: 'The likelihood score is a number between 0 and 1 representing the estimated relative likelihood that a particular combination of oxidation states coexists in a stable material at a particular electronic chemical potential (or equivalently, at a particular ICSD-derived reduction potential).  More information is available in our <a href="https://chemrxiv.org/engage/chemrxiv/article-details/6542a27a48dad23120de97ee" rel="noopener noreferrer" target="_blank">manuscript</a>.'
     },
     {
         question: 'What is the optimal potential?',
@@ -53,7 +53,7 @@ export const FAQ_ITEMS: FAQText[] = [
     },
     {
         question: 'Is the Oxidation State Analyzer available for offline use?',
-        answer: `The library used to evaluate oxidation states is open source and available for offline use. A description of this library and installation instructions can be found <a rel='noopener noreferrer' target='_blank' href='https://github.com/TRI-AMDD/oxidation-state-api-public'>here</a>. API documentation is generated when the library is installed, and it can also be found <a rel='noopener noreferrer' target='_blank' href='https://javadoc.oxi.matr.io/'>online</a>.`
+        answer: `We plan on releasing the software library used to evaluate oxidation states soon. A description of this library and installation instructions can be found <a rel='noopener noreferrer' target='_blank' href='https://github.com/TRI-AMDD/oxidation-state-api-public'>here</a>. API documentation is generated when the library is installed, and it can also be found <a rel='noopener noreferrer' target='_blank' href='https://javadoc.oxi.matr.io/'>online</a>.`
     },
     {
         question: 'Is there an API for the online application?',