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LinkText
https://github.com/eric15342335Eric's GitHub profile
https://ollama.com/ollama
https://vndb.org/v1474Hoshizora no Memoria
https://ollama.com/library/qwen2.5:0.5b-instruct-fp16qwen2.5:0.5b-instruct-fp16
https://ollama.com/library/llama3.2:3b-instruct-q8_0llama3.2:3b-instruct-q8_0
https://openai.com/index/gpt-4o-mini-advancing-cost-efficient-intelligence/GPT-4o-mini
https://platform.openai.com/docs/models/gpt-4oChatGPT-4o-Latest

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  <article class="text-description">
    <h1>Asking LLM about visual novels</h1>
    <small>Post created: October 18, 2024</small>
    <br><br>
    <div>
      <h2 id="context">Context</h2>

<p>So, one day, I was playing around with <a href="https://ollama.com/">ollama</a>, and I was curious about how do the model parameters and quantization levels affect their output. I will talk about
quantization levels later If I have time. Let’s focus on the number of parameters first.</p>

<p>My take will be simply asking the AI model what is <a href="https://vndb.org/v1474">Hoshizora no Memoria</a>, the <a href="#" class="google-anno" style="border: 0px !important; box-shadow: none !important; display: inline !important; float: none !important; margin: 0px !important; outline: 0px !important; padding: 0px !important; text-decoration: none !important; fill: currentcolor !important;"><svg viewBox="100 -1000 840 840" width="calc(16px - 2px)" height="16px" style="color: inherit !important; font: initial !important; font-palette: initial !important; font-synthesis: initial !important; forced-color-adjust: initial !important; text-orientation: initial !important; text-rendering: initial !important; -webkit-font-smoothing: initial !important; -webkit-locale: initial !important; -webkit-text-orientation: initial !important; -webkit-writing-mode: initial !important; writing-mode: initial !important; zoom: initial !important; accent-color: initial !important; place-content: initial !important; place-items: initial !important; place-self: initial !important; alignment-baseline: initial !important; animation-composition: initial !important; animation: initial !important; app-region: initial !important; appearance: initial !important; aspect-ratio: initial !important; backdrop-filter: initial !important; backface-visibility: initial !important; background: initial !important; background-blend-mode: initial !important; baseline-shift: initial !important; baseline-source: initial !important; block-size: initial !important; border-block: initial !important; border: 0px !important; border-radius: initial !important; border-collapse: initial !important; border-end-end-radius: initial !important; border-end-start-radius: initial !important; border-inline: initial !important; border-start-end-radius: initial !important; border-start-start-radius: initial !important; inset: initial !important; box-shadow: none !important; box-sizing: initial !important; break-after: initial !important; break-before: initial !important; break-inside: initial !important; buffered-rendering: initial !important; caption-side: initial !important; caret-color: initial !important; clear: initial !important; clip: initial !important; clip-path: initial !important; clip-rule: initial !important; color-interpolation: initial !important; color-interpolation-filters: initial !important; color-rendering: initial !important; color-scheme: initial !important; columns: initial !important; column-fill: initial !important; gap: initial !important; column-rule: initial !important; column-span: initial !important; contain: initial !important; contain-intrinsic-block-size: initial !important; contain-intrinsic-size: initial !important; contain-intrinsic-inline-size: initial !important; container: initial !important; content: initial !important; content-visibility: initial !important; counter-increment: initial !important; counter-reset: initial !important; counter-set: initial !important; cursor: inherit !important; cx: initial !important; cy: initial !important; d: initial !important; display: inline !important; dominant-baseline: initial !important; empty-cells: initial !important; fill: currentcolor !important; fill-opacity: initial !important; fill-rule: initial !important; filter: initial !important; flex: initial !important; flex-flow: initial !important; float: none !important; flood-color: initial !important; flood-opacity: initial !important; grid: initial !important; grid-area: initial !important; height: initial !important; hyphenate-character: initial !important; hyphenate-limit-chars: initial !important; hyphens: initial !important; image-orientation: initial !important; image-rendering: initial !important; initial-letter: initial !important; inline-size: initial !important; inset-block: initial !important; inset-inline: initial !important; isolation: initial !important; letter-spacing: initial !important; lighting-color: initial !important; line-break: initial !important; list-style: initial !important; margin-block: initial !important; margin: 0px !important; margin-inline: initial !important; marker: initial !important; mask: initial !important; mask-type: initial !important; math-depth: initial !important; math-shift: initial !important; math-style: initial !important; max-block-size: initial !important; max-height: initial !important; max-inline-size: initial !important; max-width: initial !important; min-block-size: initial !important; min-height: initial !important; min-inline-size: initial !important; min-width: initial !important; mix-blend-mode: initial !important; object-fit: initial !important; object-position: initial !important; object-view-box: initial !important; offset: initial !important; opacity: initial !important; order: initial !important; orphans: initial !important; outline: 0px !important; outline-offset: initial !important; overflow-anchor: initial !important; overflow-clip-margin: initial !important; overflow-wrap: initial !important; overflow: initial !important; overlay: initial !important; overscroll-behavior-block: initial !important; overscroll-behavior-inline: initial !important; overscroll-behavior: initial !important; padding-block: initial !important; padding: 0px !important; padding-inline: initial !important; page: initial !important; page-orientation: initial !important; paint-order: initial !important; perspective: initial !important; perspective-origin: initial !important; pointer-events: initial !important; position: initial !important; quotes: initial !important; r: initial !important; resize: initial !important; rotate: initial !important; ruby-position: initial !important; rx: initial !important; ry: initial !important; scale: initial !important; scroll-behavior: initial !important; scroll-margin-block: initial !important; scroll-margin: initial !important; scroll-margin-inline: initial !important; scroll-padding-block: initial !important; scroll-padding: initial !important; scroll-padding-inline: initial !important; scroll-snap-align: initial !important; scroll-snap-stop: initial !important; scroll-snap-type: initial !important; scroll-timeline: initial !important; scrollbar-gutter: initial !important; shape-image-threshold: initial !important; shape-margin: initial !important; shape-outside: initial !important; shape-rendering: initial !important; size: initial !important; speak: initial !important; stop-color: initial !important; stop-opacity: initial !important; stroke: initial !important; stroke-dasharray: initial !important; stroke-dashoffset: initial !important; stroke-linecap: initial !important; stroke-linejoin: initial !important; stroke-miterlimit: initial !important; stroke-opacity: initial !important; stroke-width: initial !important; tab-size: initial !important; table-layout: initial !important; text-align: initial !important; text-align-last: initial !important; text-anchor: initial !important; text-combine-upright: initial !important; text-decoration: initial !important; text-decoration-skip-ink: initial !important; text-emphasis: initial !important; text-emphasis-position: initial !important; text-indent: initial !important; text-overflow: initial !important; text-shadow: initial !important; text-size-adjust: initial !important; text-transform: initial !important; text-underline-offset: initial !important; text-underline-position: initial !important; white-space: initial !important; timeline-scope: initial !important; touch-action: initial !important; transform: initial !important; transform-box: initial !important; transform-origin: initial !important; transform-style: initial !important; transition: initial !important; translate: initial !important; user-select: initial !important; vector-effect: initial !important; vertical-align: initial !important; view-timeline: initial !important; view-transition-name: initial !important; visibility: initial !important; border-spacing: initial !important; -webkit-box-align: initial !important; -webkit-box-decoration-break: initial !important; -webkit-box-direction: initial !important; -webkit-box-flex: initial !important; -webkit-box-ordinal-group: initial !important; -webkit-box-orient: initial !important; -webkit-box-pack: initial !important; -webkit-box-reflect: initial !important; -webkit-line-break: initial !important; -webkit-line-clamp: initial !important; -webkit-mask-box-image: initial !important; -webkit-print-color-adjust: initial !important; -webkit-rtl-ordering: initial !important; -webkit-ruby-position: initial !important; -webkit-tap-highlight-color: initial !important; -webkit-text-combine: initial !important; -webkit-text-decorations-in-effect: initial !important; -webkit-text-fill-color: unset !important; -webkit-text-security: initial !important; -webkit-text-stroke: initial !important; -webkit-user-drag: initial !important; -webkit-user-modify: initial !important; widows: initial !important; width: initial !important; will-change: initial !important; word-break: initial !important; word-spacing: initial !important; x: initial !important; y: initial !important; z-index: initial !important;"><path d="m784-120-252-252q-30 24-69 38t-83 14q-109 0-184.5-75.5t-75.5-184.5q0-109 75.5-184.5t184.5-75.5q109 0 184.5 75.5t75.5 184.5q0 44-14 83t-38 69l252 252-56 56zm-404-280q75 0 127.5-52.5t52.5-127.5q0-75-52.5-127.5t-127.5-52.5q-75 0-127.5 52.5t-52.5 127.5q0 75 52.5 127.5t127.5 52.5z"></path></svg>&nbsp;<span class="google-anno-t" style="border: 0px !important; box-shadow: none !important; display: inline !important; float: none !important; margin: 0px !important; outline: 0px !important; padding: 0px !important; text-decoration: underline dotted !important; color: inherit !important; font-family: inherit !important; font-size: inherit !important; font-style: inherit !important; font-weight: inherit !important;">visual novel</span></a> that I read last time. And the model with the smallest parameter size
over this blog <a href="https://ollama.com/library/qwen2.5:0.5b-instruct-fp16"><code class="language-plaintext highlighter-rouge">qwen2.5:0.5b-instruct-fp16</code></a> (ID: <code class="language-plaintext highlighter-rouge">c82efd44bfdc</code>, size: <code class="language-plaintext highlighter-rouge">994 MB</code>) fail to
recognize it as a visual novel, but at least know I was talking about something Japanese-related:</p>

<h3 id="qwen25-05b">Qwen2.5 0.5b</h3>

<div class="language-js highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="nx">PS</span> <span class="nx">C</span><span class="p">:</span><span class="err">\</span><span class="nx">Users</span><span class="err">\</span><span class="mi">123</span><span class="nx">er</span><span class="o">&gt;</span> <span class="nx">ollama</span> <span class="nx">run</span> <span class="nx">qwen2</span><span class="p">.</span><span class="mi">5</span><span class="p">:</span><span class="mf">0.5</span><span class="nx">b</span><span class="o">-</span><span class="nx">instruct</span><span class="o">-</span><span class="nx">fp16</span>
<span class="o">&gt;&gt;&gt;</span> <span class="nx">Hoshizora</span> <span class="nx">no</span> <span class="nx">Memoria</span>
<span class="nx">I</span> <span class="nx">understand</span> <span class="nx">you</span><span class="dl">'</span><span class="s1">re looking for information on "Memoria Hoshizora," which refers to the memory of Senzō
Hoshizō, the sixth emperor of Japan. While I am not a historian or expert in Japanese history, I can
provide some general insights.

Senzō Hoshizō was born around 1495 and died in 1560. He was an influential figure during the late Edo
period (1867-1912), known for his efforts to harmonize Confucianism with traditional Japanese culture.
His memory often comes up in discussions about historical figures who lived within that era.

&lt;the message continues here...&gt;
</span></code></pre></div></div>

<h3 id="llama32-3b">Llama3.2 3b</h3>

<p><a href="https://ollama.com/library/llama3.2:3b-instruct-q8_0"><code class="language-plaintext highlighter-rouge">llama3.2:3b-instruct-q8_0</code></a> at least guessed it as something ACG-related:</p>

<div class="language-js highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="nx">PS</span> <span class="nx">C</span><span class="p">:</span><span class="err">\</span><span class="nx">Users</span><span class="err">\</span><span class="mi">123</span><span class="nx">er</span><span class="o">&gt;</span> <span class="nx">ollama</span> <span class="nx">run</span> <span class="nx">llama3</span><span class="p">.</span><span class="mi">2</span><span class="p">:</span><span class="mi">3</span><span class="nx">b</span><span class="o">-</span><span class="nx">instruct</span><span class="o">-</span><span class="nx">q8_0</span>
<span class="o">&gt;&gt;&gt;</span> <span class="nx">Hoshizora</span> <span class="nx">no</span> <span class="nx">Memoria</span>
<span class="nx">Hoshizora</span> <span class="nx">no</span> <span class="nx">Memoria</span> <span class="p">(,</span> <span class="nx">lit</span><span class="p">.</span> <span class="dl">"</span><span class="s2">Memories of the Horizon</span><span class="dl">"</span><span class="p">)</span> <span class="nx">is</span> <span class="nx">a</span> <span class="nx">Japanese</span> <span class="nx">manga</span> <span class="nx">series</span> <span class="nx">written</span> <span class="nx">and</span>
<span class="nx">illustrated</span> <span class="nx">by</span> <span class="nx">Yura</span> <span class="nx">Mimiwa</span><span class="p">.</span>

<span class="nx">The</span> <span class="nx">story</span> <span class="nx">follows</span> <span class="nx">a</span> <span class="nx">young</span> <span class="nx">girl</span> <span class="nx">named</span> <span class="nx">Akiha</span> <span class="nx">Hoshino</span><span class="p">,</span> <span class="nx">who</span> <span class="nx">possesses</span> <span class="nx">a</span> <span class="nx">unique</span> <span class="nx">ability</span> <span class="nx">to</span> <span class="nx">see</span> <span class="nx">and</span> <span class="nx">interpret</span>
<span class="nx">the</span> <span class="nx">memories</span> <span class="k">of</span> <span class="nx">others</span> <span class="nx">through</span> <span class="nx">their</span> <span class="nx">emotions</span><span class="p">.</span> <span class="nx">She</span> <span class="nx">uses</span> <span class="k">this</span> <span class="nx">power</span> <span class="nx">to</span> <span class="nx">help</span> <span class="nx">people</span> <span class="nx">overcome</span> <span class="nx">their</span> <span class="nx">traumatic</span>
<span class="nx">pasts</span> <span class="nx">and</span> <span class="nx">find</span> <span class="nx">closure</span><span class="p">.</span>

<span class="o">&lt;</span><span class="nx">the</span> <span class="nx">chat</span> <span class="nx">continues</span> <span class="nx">here</span><span class="p">...</span><span class="o">&gt;</span>
</code></pre></div></div>

<h3 id="gpt-4o-mini">GPT-4o-mini</h3>

<p><a href="https://openai.com/index/gpt-4o-mini-advancing-cost-efficient-intelligence/"><code class="language-plaintext highlighter-rouge">GPT-4o-mini</code></a> is more accurate, but still screwed up the details:</p>

<div class="language-markdown highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="gs">**Hoshizora no Memoria**</span> (星空のメモリア) is a visual novel developed by <span class="gs">**Furukawa Shun**</span> and released by
<span class="gs">**Hoshizora no Memoria Team**</span>. It combines elements of romance and drama, featuring a rich story and
character development.

<span class="nt">&lt;the</span> <span class="na">chat</span> <span class="na">continues</span> <span class="na">here...</span><span class="nt">&gt;</span>
</code></pre></div></div>

<h3 id="chatgpt-4o-latest">ChatGPT-4o-latest</h3>

<p><a href="https://platform.openai.com/docs/models/gpt-4o"><code class="language-plaintext highlighter-rouge">ChatGPT-4o-Latest</code></a> was very accurate:</p>

<div class="language-markdown highlighter-rouge"><div class="highlight"><pre class="highlight"><code><span class="gs">**Hoshizora no Memoria -Wish upon a Shooting Star-**</span> is a Japanese visual novel developed by <span class="gs">**Favorite**</span>,
originally released in 2009. It is a romance visual novel that features branching storylines and multiple
endings depending on the player's choices. The story revolves around the protagonist and his return to his
hometown, where he reconnects with childhood memories and encounters mysterious events, particularly
involving a promise made to a girl under the night sky.

<span class="gu">### Plot Summary</span>

The story begins with <span class="gs">**Kogasaka You**</span>, the protagonist, returning to his hometown after several years of
living elsewhere. His mother has passed away, and he moves back with his younger sister, <span class="gs">**Chinami**</span>, to
live with their aunt.

<span class="nt">&lt;the</span> <span class="na">chat</span> <span class="na">continues</span> <span class="na">here...</span><span class="nt">&gt;</span>
</code></pre></div></div>

<h2 id="final-words">Final words</h2>

<p>As you can think of, the parameter size increases will make the AI remember more and more characteristics of the words it gets trained on. At first, it recognized it was Japanese, then it was ACG-related, then visual novel, finally coming up with pretty accurate information.</p>

<h3 id="model-performance-comparison">Model Performance Comparison</h3>

<table>
  <thead>
    <tr>
      <th>Model</th>
      <th>Parameter Size</th>
      <th>Output Accuracy</th>
      <th>Key Issue</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>Qwen2.5 0.5b</td>
      <td>0.5 Billion</td>
      <td>Completely irrelevant (talked about a historical figure)</td>
      <td>Misinterpreted the query entirely</td>
    </tr>
    <tr>
      <td>Llama3.2 3b</td>
      <td>3 Billion</td>
      <td>Recognized ACG context, but gave incorrect details (manga)</td>
      <td>Misrepresented the content as a manga</td>
    </tr>
    <tr>
      <td>GPT-4o-mini</td>
      <td>?</td>
      <td>Recognized the visual novel but got some details wrong</td>
      <td>Incorrect developer, vague plot description</td>
    </tr>
    <tr>
      <td>ChatGPT-4o-Latest</td>
      <td>?</td>
      <td>Provided accurate details about the game and its storyline</td>
      <td>Accurate</td>
    </tr>
  </tbody>
</table>

<h2 id="my-hardware-specs">My hardware specs</h2>

<table>
  <thead>
    <tr>
      <th>Component</th>
      <th>Name</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>CPU</td>
      <td>AMD Ryzen 7 7840HS w/ Radeon 780M Graphics</td>
    </tr>
    <tr>
      <td>Memory</td>
      <td>4*4GB DDR5 5500MT/s</td>
    </tr>
    <tr>
      <td>GPU</td>
      <td>NVIDIA GeForce RTX 4050 Laptop (6GB)</td>
    </tr>
  </tbody>
</table>


    </div>
  </article>

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