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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Newsletter — Interactive Benchmarks</title>
<link rel="preconnect" href="https://fonts.googleapis.com" />
<link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700;800;900&display=swap" rel="stylesheet" />
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*, *::before, *::after { margin: 0; padding: 0; box-sizing: border-box; }
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/* HERO */
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.breadcrumb { display: flex; align-items: center; gap: 8px; font-size: 13px; color: var(--gray2); margin-bottom: 32px; position: relative; z-index: 1; }
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.hero p { font-size: 17px; color: var(--gray); max-width: 540px; line-height: 1.75; position: relative; z-index: 1; }
/* SUBSCRIBE FORM */
.sub-wrap {
max-width: 560px; margin: 0 auto;
padding: 0 48px 80px;
}
.sub-box {
background: var(--bg3);
border: 1px solid var(--border);
border-radius: 16px; padding: 40px;
}
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.form input {
background: var(--bg); border: 1px solid var(--border);
color: var(--white); padding: 13px 18px; border-radius: 8px;
font-size: 14px; font-family: inherit; outline: none; transition: border-color .2s;
}
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}
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/* PERKS */
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/* PAST ISSUES */
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padding: 20px 24px; background: var(--bg3);
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.issue-num { font-size: 12px; font-weight: 700; color: var(--green); min-width: 40px; }
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.issue-info h3 { font-size: 14px; font-weight: 600; margin-bottom: 2px; }
.issue-info p { font-size: 12px; color: var(--gray2); }
.issue-date { font-size: 12px; color: var(--gray2); }
/* FOOTER */
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.footer { max-width: 1200px; margin: 0 auto; padding: 40px 48px; display: flex; align-items: center; justify-content: space-between; flex-wrap: wrap; gap: 20px; }
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.footer-links a { font-size: 13px; color: var(--gray); text-decoration: none; transition: color .2s; }
.footer-links a:hover { color: var(--white); }
.footer-copy { font-size: 12px; color: var(--gray2); }
/* TBC notice */
.tbc-notice {
display: flex; align-items: center; justify-content: center; gap: 10px;
padding: 18px 28px; margin-top: 12px;
border: 1px dashed rgba(255,255,255,0.1);
border-radius: 12px;
color: var(--gray2); font-size: 13px; font-weight: 500; letter-spacing: .04em;
}
.tbc-dot { width: 4px; height: 4px; background: var(--gray2); border-radius: 50%; opacity: .6; }
@media (max-width: 900px) {
nav { padding: 0 24px; }
.nav-links li:not(:last-child) { display: none; }
.hero { padding: 100px 24px 48px; }
.sub-wrap, .perks-wrap { padding-left: 24px; padding-right: 24px; }
.issues-inner { padding: 48px 24px; }
.perks { grid-template-columns: 1fr; }
.footer { flex-direction: column; text-align: center; }
}
</style>
</head>
<body>
<nav>
<a href="index.html" class="nav-logo">Interactive<em>Bench</em></a>
<ul class="nav-links">
<li><a href="puzzles.html">Benchmarks</a></li>
<li><a href="whiteboard.html">Whiteboard</a></li>
<li><a href="newsletter.html" class="active">Newsletter</a></li>
<li><a href="leaderboard.html">Leaderboard</a></li>
<li><a href="https://github.com/interactivebench/interactivebench" class="nav-cta">GitHub →</a></li>
</ul>
</nav>
<!-- HERO -->
<section class="hero">
<div class="breadcrumb">
<a href="index.html">Home</a>
<span>/</span>
<span>Newsletter</span>
</div>
<p class="label">Stay at the Frontier · Princeton × InteractiveBench</p>
<h1>Interactive<br><span>Bench Newsletter</span></h1>
<p>
Weekly dispatches covering the latest LLM research, Interactive Benchmark results,
domain-specific model analyses, and upcoming whiteboard sessions —
for researchers and engineers pushing the frontier of AI evaluation.
</p>
</section>
<!-- SUBSCRIBE BOX -->
<div class="sub-wrap">
<div class="sub-box">
<h2>Subscribe for free</h2>
<p>Join our growing community of AI researchers, engineers, and enthusiasts.</p>
<div class="form">
<input type="text" placeholder="Your name" />
<input type="email" placeholder="Email address" />
<button type="button">Subscribe →</button>
</div>
<p class="sub-note">No spam. Unsubscribe any time. Weekly on Fridays.</p>
</div>
</div>
<!-- PERKS -->
<div class="perks-wrap">
<h2 class="perks-title">What you'll get</h2>
<p class="perks-sub">Every issue is curated by the Princeton × InteractiveBench team</p>
<div class="perks">
<div class="perk">
<div class="perk-icon">🔬</div>
<h3>Research Roundup</h3>
<p>The most important LLM papers from the week, summarized and contextualized for practitioners.</p>
</div>
<div class="perk">
<div class="perk-icon">🏆</div>
<h3>Benchmark Results</h3>
<p>Latest results from our Interactive Benchmark arena — which models are leading and why.</p>
</div>
<div class="perk">
<div class="perk-icon">🧩</div>
<h3>Puzzle Spotlight</h3>
<p>Featured community-contributed puzzle of the week, with analysis and leaderboard highlights.</p>
</div>
</div>
</div>
<!-- PAST ISSUES -->
<div class="issues-wrap">
<div class="issues-inner">
<div class="issues-header">
<h2>Past Issues</h2>
<p>Browse the archive — everything is free to read</p>
</div>
<div class="issues">
<a class="issue" href="https://arxiv.org/abs/2603.04737">
<span class="issue-num">#005</span>
<div class="issue-info">
<h3>🎉 Paper Release: Interactive Benchmarks — arXiv:2603.04737</h3>
<p>Full results: GPT-5-mini leads composite (77.9), Grok tops Math (76.9%), Gemini leads Logic (30.4%) and Poker (+31.8/hand), Qwen3 leads Trust Game (1.867/round)</p>
</div>
<span class="issue-date">Mar 7, 2026</span>
</a>
<a class="issue" href="#">
<span class="issue-num">#004</span>
<div class="issue-info">
<h3>Interactive Proofs vs Pass@k: Why Repeated Sampling Underestimates LLMs by 20–50%</h3>
<p>Deep dive into the math evaluation setup: budget-matched k* selection, HLE dataset, and why interactive evaluation reveals more capability</p>
</div>
<span class="issue-date">Feb 28, 2026</span>
</a>
<a class="issue" href="#">
<span class="issue-num">#003</span>
<div class="issue-info">
<h3>Situation Puzzle as a Logic Benchmark: Abductive Reasoning Under Budget</h3>
<p>Why the 46-instance dataset forces genuine interaction — all models score 0% without querying the judge</p>
</div>
<span class="issue-date">Feb 14, 2026</span>
</a>
<a class="issue" href="#">
<span class="issue-num">#002</span>
<div class="issue-info">
<h3>LLMs Playing Poker: VPIP, Fold Rate, and Who Actually Makes Money</h3>
<p>5,000 hands across 10 tables — Gemini balances profit and consistency; GPT-5 plays most aggressively; DeepSeek folds 90.5% of hands</p>
</div>
<span class="issue-date">Feb 7, 2026</span>
</a>
<a class="issue" href="#">
<span class="issue-num">#001</span>
<div class="issue-info">
<h3>Welcome to InteractiveBench: Evaluating LLMs Through Active Information Acquisition</h3>
<p>Our mission, the Interactive Benchmarks framework, and what distinguishes Interactive Proofs from Interactive Games</p>
</div>
<span class="issue-date">Jan 31, 2026</span>
</a>
</div>
<div class="tbc-notice">
<span class="tbc-dot"></span>
<span>More issues on the way — to be continued</span>
<span class="tbc-dot"></span>
</div>
</div>
</div>
<hr class="divider" />
<div class="footer">
<div class="footer-logo">Interactive<em>Bench</em></div>
<ul class="footer-links">
<li><a href="puzzles.html">Benchmarks</a></li>
<li><a href="whiteboard.html">Whiteboard</a></li>
<li><a href="newsletter.html">Newsletter</a></li>
<li><a href="leaderboard.html">Leaderboard</a></li>
<li><a href="https://arxiv.org/abs/2603.04737">arXiv</a></li>
<li><a href="https://github.com/interactivebench/interactivebench">GitHub</a></li>
</ul>
<div class="footer-copy">© 2026 InteractiveBench · Princeton University. All rights reserved.</div>
</div>
</body>
</html>