Skip to content

Commit f3b2e24

Browse files
sidjha1sidjha1
committed
Update website
1 parent b79ef18 commit f3b2e24

File tree

1 file changed

+17
-17
lines changed

1 file changed

+17
-17
lines changed

‎index.html

Lines changed: 17 additions & 17 deletions
Original file line numberDiff line numberDiff line change
@@ -52,7 +52,8 @@ <h1 class="sitename">LOTUS</h1>
5252
<nav id="navmenu" class="navmenu">
5353
<ul>
5454
<li><a href="#hero" class="active">Home</a></li>
55-
<li><a href="#about">About</a></li>
55+
<li><a href="#about">Use Cases</a></li>
56+
<li><a href="#code-example">Code Example</a></li>
5657
<li><a href="#team">Team</a></li>
5758
</ul>
5859
<i class="mobile-nav-toggle d-xl-none bi bi-list"></i>
@@ -94,7 +95,7 @@ <h2>LOTUS: Easily Run LLMs over Tables</h2>
9495

9596
<!-- Section Title -->
9697
<div class="container section-title" data-aos="fade-up">
97-
<h2>About</h2>
98+
<h2>Use Cases</h2>
9899
<p>LOTUS introduces semantic operators: a concise, declarative model for AI-driven data transformations.</p>
99100
</div><!-- End Section Title -->
100101

@@ -113,29 +114,29 @@ <h3>LOTUS</h3>
113114
<div class="col-xl-7" data-aos="fade-up" data-aos-delay="200">
114115
<div class="row gy-4">
115116
<div class="col-md-6 icon-box position-relative">
116-
<i class="bi bi-code-square"></i>
117-
<h4><a href="" class="stretched-link">Semantic Operators</a></h4>
118-
<p>LOTUS introduces semantic operators, a declarative and general-purpose programming interface that extends the relational model with composable AI-based operations for bulk semantic queries.</p>
117+
<i class="bi bi-check-circle"></i>
118+
<h4><a href="" class="stretched-link">Fact-Checking</a></h4>
119+
<p>LOTUS is able to achieve 28x speedup and 10% higher accuracy on FEVER than existing fact-checking pipelines through semantic search and filter.</p>
119120
</div><!-- Icon-Box -->
120121

121122
<div class="col-md-6 icon-box position-relative">
122-
<i class="bi bi-graph-up"></i>
123-
<h4><a href="" class="stretched-link">Ease of Use</a></h4>
124-
<p>LOTUS enables achieving state-of-the-art performance with just a few lines of code. Its intuitive interface allows users to implement complex AI-driven data transformations effortlessly.</p>
123+
<i class="bi bi-tags"></i>
124+
<h4><a href="" class="stretched-link">Multi-Label Classification</a></h4>
125+
<p>LOTUS explores the semantic join space and achieves 400x faster joins on while maintaining statistical accuracy guarantees on BioDEX.</p>
125126
</div><!-- Icon-Box -->
126127

127128
<div class="col-md-6 icon-box position-relative">
128-
<i class="bi bi-lightning-charge"></i>
129-
<h4><a href="" class="stretched-link">High Performance</a></h4>
129+
<i class="bi bi-search"></i>
130+
<h4><a href="" class="stretched-link">Search and Ranking</a></h4>
130131
<p>
131-
LOTUS outperforms state-of-the-art AI pipelines, offering up to 28x faster execution with comparable accuracy. It achieves up to 400x acceleration in semantic operations while maintaining statistical accuracy guarantees.
132+
LOTUS uses semantic indexes in conjunction with sorting based algorithms to achieve 20% faster ranking compared to standard ranking on BEIR.
132133
</p>
133134
</div><!-- Icon-Box -->
134135

135136
<div class="col-md-6 icon-box position-relative">
136-
<i class="bi bi-puzzle"></i>
137-
<h4><a href="" class="stretched-link">Expressive Power</a></h4>
138-
<p>The semantic operator model is highly expressive, capturing state-of-the-art AI pipelines in a few operator calls and enabling new pipelines that achieve up to 49.4% higher quality.</p>
137+
<i class="bi bi-file-earmark-text"></i>
138+
<h4><a href="" class="stretched-link">ArXiv Paper Analysis</a></h4>
139+
<p>LOTUS can semantically group ArXiv papers and allow users to declaratively set accuracy thresholds to control the latency and quality of the results.</p>
139140
</div><!-- Icon-Box -->
140141

141142
</div>
@@ -159,9 +160,8 @@ <h2>Code Example</h2>
159160
<div class="container">
160161
<div class="row gy-4">
161162

162-
<div class="col-lg-6" data-aos="fade-up" data-aos-delay="100">
163+
<div class="col-lg-5" data-aos="fade-up" data-aos-delay="100">
163164
<div class="content">
164-
<h3>Quickly Build Semantic Pipelines</h3>
165165
<p>
166166
This example shows how LOTUS operators can be easily composed to summarize impactful papers related to function calling with large language models.
167167
First, we use <code>sem_search</code> to find the top 100 papers related to function calling.
@@ -172,7 +172,7 @@ <h3>Quickly Build Semantic Pipelines</h3>
172172
</div>
173173
</div>
174174

175-
<div class="col-lg-6" data-aos="fade-up" data-aos-delay="200">
175+
<div class="col-lg-7" data-aos="fade-up" data-aos-delay="200">
176176
<div class="code-block">
177177
<pre><code class="language-python">
178178
papers_df.sem_search("abstract", "function calling", K=100)

0 commit comments

Comments
 (0)