viewway.github.io/index.html at main · ViewWay/viewway.github.io · GitHub

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
<!DOCTYPE html>
<html lang="en" data-theme="light">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>HongLin He</title>
<link rel="stylesheet" href="/assets/style.css">
<script src="/assets/i18n.js"></script>
</head>
<body>
<nav class="site-nav">
  <a href="/" class="nav-brand">HongLin He</a>
  <div class="nav-links">
    <a href="/papers.html" data-i18n="nav_papers">Papers</a>
    <a href="/projects.html" data-i18n="nav_projects">Projects</a>
    <a href="/awards.html" data-i18n="nav_awards">Awards</a>
    <a href="/cv.html" data-i18n="nav_cv">CV</a>
  </div>
  <div class="nav-controls">
    <select id="lang-select" onchange="switchLang(this.value)">
      <option value="en">English</option>
      <option value="zh-CN">中文简体</option>
      <option value="zh-TW">中文繁體</option>
      <option value="ja">日本語</option>
      <option value="ko">한국어</option>
      <option value="fr">Français</option>
      <option value="de">Deutsch</option>
      <option value="es">Español</option>
    </select>
    <button class="theme-toggle" onclick="toggleTheme()" title="Toggle dark mode">🌙</button>
  </div>
</nav>

<main class="container">
  <!-- Hero -->
  <section class="hero">
    <h1>HongLin He</h1>
    <p class="tagline" data-i18n="tagline">Independent researcher in hyperbolic geometry, quantum-inspired IR, and LLM context extension</p>
  </section>

  <hr>

  <!-- Research Interests -->
  <h2 data-i18n="research_interests">Research Interests</h2>
  <div class="interest-grid">
    <div class="interest-card">
      <h3>🌐 Hyperbolic Geometry</h3>
      <p data-i18n="interest_hyperbolic">Poincaré ball embeddings for hierarchical document retrieval in RAG systems</p>
    </div>
    <div class="interest-card">
      <h3>⚛️ Quantum-Inspired IR</h3>
      <p data-i18n="interest_quantum">Density matrix representations and measurement collapse for context selection</p>
    </div>
    <div class="interest-card">
      <h3>🧠 LLM Context Extension</h3>
      <p data-i18n="interest_llm">Adaptive compression with closed-loop quality feedback for long-context processing</p>
    </div>
    <div class="interest-card">
      <h3>🔧 Embedded Systems</h3>
      <p data-i18n="interest_embedded">Rust/Zig firmware for smart energy metering on Cortex-M0+</p>
    </div>
  </div>

  <hr>

  <!-- UCEF Highlight -->
  <h2>🔬 UCEF: Universal Context Extension Framework</h2>
  <p data-i18n="ucef_desc">I designed UCEF, a model-agnostic framework enabling any LLM to process documents far exceeding its native context window through hyperbolic retrieval, quantum-inspired selection, adaptive compression, and quality feedback.</p>

  <p><strong data-i18n="ucef_results">Results on LongBench (8 tasks × 30 samples/task × 2 models):</strong></p>

  <table class="results-table">
    <thead>
      <tr>
        <th>Model</th>
        <th>Method</th>
        <th>ROUGE-L</th>
        <th>TokenF1</th>
        <th data-i18n="th_vs_rag">vs RAG</th>
      </tr>
    </thead>
    <tbody>
      <tr><td>GLM-4-flash</td><td>RAG top-k</td><td>0.1340</td><td>0.1498</td><td>—</td></tr>
      <tr class="highlight"><td>GLM-4-flash</td><td><strong>UCEF</strong></td><td><strong>0.1479</strong></td><td><strong>0.1671</strong></td><td><strong>+10.3%</strong></td></tr>
      <tr><td>DeepSeek-v3</td><td>RAG top-k</td><td>0.1800</td><td>0.1919</td><td>—</td></tr>
      <tr class="highlight"><td>DeepSeek-v3</td><td><strong>UCEF</strong></td><td><strong>0.2146</strong></td><td><strong>0.2306</strong></td><td><strong>+19.3%</strong></td></tr>
    </tbody>
  </table>

  <p><strong data-i18n="ucef_sig">Statistical significance (DeepSeek-v3):</strong> Wilcoxon p=0.011, paired t-test p=0.007 ✅</p>

  <p>
    📄 <a href="https://github.com/ViewWay/UCEF">GitHub</a> ·
    📊 <a href="https://viewway.github.io/UCEF/" data-i18n="link_docs">Documentation</a> ·
    📝 <a href="/papers.html" data-i18n="link_paper">Paper</a>
  </p>

  <hr>

  <!-- Timeline -->
  <h2 data-i18n="heading_updates">What have I been up to?</h2>
  <ul class="timeline">
    <li><strong>May 2026</strong> — <span data-i18n="update_may26">Real benchmark experiments: UCEF on LongBench with GLM-4-flash and DeepSeek-v3</span></li>
    <li><strong>Apr 2026</strong> — <span data-i18n="update_apr26">FeMeter firmware Phase 1-4 complete, FreeRTOS 11.x migration done</span></li>
    <li><strong>Mar 2026</strong> — <span data-i18n="update_mar26">UCEF v2026.5.2 released: all phases complete</span></li>
    <li><strong>Jan 2026</strong> — <span data-i18n="update_jan26">Competitive analysis of hyperbolic RAG landscape</span></li>
  </ul>

  <hr>

  <!-- Contact -->
  <h2 data-i18n="heading_contact">Contact</h2>
  <ul class="contact-list">
    <li>📧 <a href="mailto:hehonglin525@gmail.com">hehonglin525@gmail.com</a></li>
    <li>🐙 <a href="https://github.com/ViewWay">GitHub: ViewWay</a></li>
    <li>🌐 <a href="https://viewway.github.io/UCEF/" data-i18n="link_docs2">UCEF Documentation</a></li>
  </ul>
</main>

<footer class="site-footer">
  <p>&copy; 2026 HongLin He</p>
</footer>
</body>
</html>