/* ───── NAVBAR STYLING ───── */

/* 1) Always force the solid green behind #navbar */
/* #navbar {
    background-color: #22975e !important;
    backdrop-filter: none !important;
    opacity: 1 !important;
  }
   */
  /* 2) When Mintlify adds the “scrolled” class, keep it exactly the same green */
  #navbar.scrolled {
    background-color: #22975e !important;
    backdrop-filter: none !important;
    opacity: 1 !important;
  }
  
  /* 3) Also disable any ::before / ::after blurs on both states */
  #navbar::before,
  #navbar::after,
  #navbar.scrolled::before,
  #navbar.scrolled::after {
    backdrop-filter: none !important;
    opacity: 1 !important;
  }
  
  /* 4) Restyle all navbar links for white/outline look */
  @import url('https://fonts.googleapis.com/css2?family=Orbitron:wght@700&display=swap');
  #navbar a {
    font-family: 'Orbitron', sans-serif !important;
    font-weight: 700 !important;
    font-size: 1.1rem !important;
    line-height: 1 !important;
    color: #e6e4da !important;
    padding: 0.75rem 1rem !important;
  }
  
  /* 5) Invert the default .NavLink color so it stays readable on green */
  #navbar .NavLink {
    color: #f0efe8 !important;
  }
  #navbar .NavLink:hover,
  #navbar .NavLink:focus {
    background-color: rgba(240, 239, 232, 0.1) !important;
    color: #ffffff !important;
  }
  
  /* 6) Bangers font for any .logo-font usage */
  @import url('https://fonts.googleapis.com/css2?family=Bangers&display=swap');

  .logo-font {
    font-family: 'Bangers', cursive !important;
  }
  
  /* ───── CARD STYLING ───── */
  
  .card {
    background-color: #22975e2c !important; /* very-light-green */
    border: 2px solid rgba(0, 0, 0, 0.05) !important;
    box-shadow: 0 1px 3px rgba(0, 0, 0, 0.08) !important;
  }
  
  


  
  /* override only when <html class="dark"> is present */
html.dark .card {
    background-color: rgba(0, 149, 25, 0.171) !important;   /* darker wash */
    border: 1px solid rgba(255, 255, 255, 0.214) !important;
    box-shadow: 0 1px 3px rgba(0, 0, 0, 0.30) !important;
  }

  
  /* ───── BLOGPOST STYLING ───── */
  
  /* Container for each post entry */
  .blog-post {

    margin-bottom: 2rem;
    max-width: 1200px;
    margin-left: auto;
    margin-right: auto;
  }
  
  /* Post Title (Orbitron + green) */
  .blog-post .post-title {
    font-family: 'Bangers' !important;
    color: #22975e !important;
    font-size: 2.5rem;
    margin-bottom: -2rem;
    text-transform: capitalize;
  }
  
  /* Post Date (bold, black) */
  .blog-post .post-date {
    font-weight: bold;
    margin: 0 0 1rem 0;
    font-size: 1rem;
  }
  
  /* “Read More” link styling */
  .blog-post .read-more {
    color: #22975e !important;
    font-weight: bold !important;
    text-decoration: none;
    letter-spacing: 0.05em;
    font-size: 0.95rem;
  }
  
  /* Separator line between posts */
  .blog-post + hr {
    border: none;
    border-top: 1px solid rgba(0, 0, 0, 0.1);
    margin: 2rem 0;
  }
  
  /* Hover effect on the “Read More” link */
  .blog-post .read-more:hover {
    text-decoration: underline;
    color: #1a5b43 !important; /* slightly darker green on hover */
  }
  
  /* ───── Dark-mode text overrides ───── */
  
  /* Make each post’s title white in dark mode */
  body.theme-dark .blog-post .post-title {
    color: #ffffff !important;
  }
  
  /* Make the post date light gray in dark mode */
  body.theme-dark .blog-post .post-date {
    color: #e0e0e0 !important;
  }
  
  /* Make the summary paragraph off-white in dark mode */
  body.theme-dark .blog-post .post-summary {
    color: #f0f0f0 !important;
  }
  
  /* Make the “READ MORE” link white in dark mode */
  body.theme-dark .blog-post .read-more {
    color: #ffffff !important;
  }
  
  /* Slightly dim the “READ MORE” on hover in dark mode */
  body.theme-dark .blog-post .read-more:hover {
    color: #e0e0e0 !important;
  }
  

  











  /* ─── WIDEN MINTLIFY’S CONTENT AREA ─── */

/* 1) Target the div with id="content-area" directly */
#content-area {
    /*max-width: 1100px !important;*/
    width: 100% !important;
    margin-left: auto;
    margin-right: auto;
  }
  
  /* 2) In case Mintlify adds other wrappers inside, allow them to stretch too */
  #content-area > div {
    max-width: 100% !important;
  }
  
  /* 3) If there is a “.prose” or similar inner container limiting width, override it as well */
  .prose {
    max-width: none !important;
  }
  


  /* Hide Mintlify’s built‐in Blog/Docs sidebar so that #content‐area can truly span the full width */
#content‐side‐layout {
    display: none !important;
  }



/* ─── LOGO FONT OVERRIDE ─── */
.logo-font {
font-family: 'Bangers' !important;
    font-size: clamp(5rem, 8vw + 1rem, 6.5rem); /* min - fluid - max */
    letter-spacing: 0.05em !important; /* Optional: add slight letter spacing */
    /* add an underline effect */

}
/* ---------- desktop / default ---------- */
.logo-font {
    margin-top: -5.5rem;   /* roughly what you had (-2 em) */
  }
  
  /* ---------- phones & small tablets ---------- */
  @media (max-width: 640px) {       /* tweak the breakpoint if you like */
    .logo-font {
        text-align: center !important; 
      margin-top: -5.5rem;            /* lift it a little higher */
    }
  }


/* light-mode (html *without* .dark)  */
html:not(.dark) .logo-font {
    color: #0b0b0bbe;        /* green */
    
  }
  
  /* dark-mode (html *with* .dark) */
  html.dark .logo-font {
    color: #e6e4da;        /* your light-on-dark tint */
  }
  

/* ─── HERO TAGLINE STYLING ─── */
/* ---------- desktop / default ---------- */
.hero-tagline {
    margin-top: -2em;          /* or trim it to -5em if it feels too tight */
    font-size: 1.2rem;         /* 1.2 × the root (18 px) = 21.6 px */
    line-height: 1.4;
  }
  
  /* phones and small tablets */
  @media (max-width: 640px) {
    .hero-tagline {
      margin-top: -1em;        /* pull it up, but only ~65 px instead of 150 px */
    }
  }




@import url('https://fonts.googleapis.com/css2?family=Open+Sans:wght@400;600&display=swap');
@import url('https://fonts.googleapis.com/css2?family=Bangers&display=swap');
:root {
    --font-inter: 'Bangers', sans-serif !important;
}
  
html {
    font-size: 18px !important;
  }








/* ─── VIGNETTE OVERLAY ─── */

/* 1) We only want to show it in dark mode */
html.dark::before,
html[data-theme="dark"]::before {
  /* absolutely cover the entire viewport */
  content: "";
  position: fixed;
  top: 0;
  left: 0;
  width: 100vw;
  height: 100vh;
  pointer-events: none;       /* so you can still click links normally */
  z-index: -1;                /* sit behind everything else */

  /* 2) radial gradient: 
     - center is fully transparent
     - edges fade to a very subtle near-black (rgba(0,0,0,0.6) is plenty)
     You can tweak the color stops/distance if you want a stronger or weaker effect. */
  background: radial-gradient(
    circle at center,
    rgba(0, 0, 0, 0)   50%,    /* 50% of the radius—still transparent */
    rgba(0, 0, 0, 0.6) 100%    /* near-black by the time you hit the edge */
  );
}

/* 3) Make sure that the plain dark‐background color still sits underneath.
   We do this by re-stating your original dark page background 
   directly on html.dark (so the gradient is laid on top of #1a1a1a). */
html.dark {
  background-color: #1a1a1a !important;
}

  















.cta-row {
    display: flex;
    flex-wrap: wrap;      /* if you want them to stack on very small screens */
    gap: 2rem;            /* ← controls the exact space between the two links */
    margin-top: 1rem;     /* optional: push the row down a bit */
    margin-bottom: 1rem;
  }
  
  /* (optional) if you want them to stack on mobile: */
  @media (max-width: 500px) {
    .cta-row {
      flex-direction: column;
      gap: 0.75rem;
    }
  }
  






Train Deduplication Benchmark

Train/Test Deduplication Benchmark

Benchmarks

Minish Blog & Documentation

Minish

Overview of the packages we are currently working on

Overview

Introduction

Model2Vec

Install Model2Vec and its optional dependencies

Installation

Inference

Distillation

Train your own lightweight classification models with Model2Vec

Training

Our collection of static embedding models

Models

The results of Model2Vec on MTEB and training results

Results

Fast Semantic Text Deduplication & Filtering

SemHash

Semantic Deduplication

Outlier Filtering

Representative Sampling

Lightweight Nearest Neighbors with Flexible Backends

Vicinity

Install Vicinity and its optional dependencies

Build and query a vector store with Vicinity

Usage

Supported Backends

Tokenlearn

Fast State-of-the-Art Static Embeddings in Rust

Dataset	Original Train Size	Deduplicated Train Size	% Removed	Deduplication Time (s)
bbc	1225	1144	6.61	0.57
senteval_cr	3012	2990	0.73	0.14
tweet_sentiment_extraction	27481	26695	2.86	1.77
emotion	16000	15695	1.91	0.77
amazon_counterfactual	5000	4992	0.16	0.33
ag_news	120000	106921	10.90	5.20
enron_spam	31716	20540	35.24	2.03
subj	8000	7990	0.12	0.63
sst5	8544	8526	0.21	0.58
20_newgroups	11314	10684	5.57	0.73
hatespeech_offensive	22783	22090	3.04	0.92
ade	17637	15718	10.88	0.73
imdb	25000	24830	0.68	1.76
massive_scenario	11514	9366	18.66	0.47
student	117519	63856	45.66	8.80
squad_v2	130319	109698	15.82	8.81
wikitext	1801350	884645	50.89	83.53

Dataset	Train Size	Test Size	Deduplicated Test Size	% Removed	Deduplication Time (s)
bbc	1225	1000	870	13.00	0.71
senteval_cr	3012	753	750	0.40	0.13
tweet_sentiment_extraction	27481	3534	3412	3.45	1.53
emotion	16000	2000	1926	3.70	0.65
amazon_counterfactual	5000	5000	4990	0.20	0.51
ag_news	120000	7600	6198	18.45	3.74
enron_spam	31716	2000	1060	47.00	1.94
subj	8000	2000	1999	0.05	0.62
sst5	8544	2210	2205	0.23	0.59
20_newgroups	11314	7532	7098	5.76	2.25
hatespeech_offensive	22783	2000	1925	3.75	0.77
ade	17637	5879	4952	15.77	0.81
imdb	25000	25000	24795	0.82	2.81
massive_scenario	11514	2974	2190	26.36	0.46
student	117519	5000	2393	52.14	3.78
squad_v2	130319	11873	11863	0.08	7.13
wikitext	1801350	4358	2139	50.92	40.32