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  <title>Tool Learning in the Wild: Empowering Language Models as Automatic Tool Agents</title>
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- <!-- <link rel="icon" href="./assets/images/title.png"> -->
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  <div class="columns is-centered">
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  <div class="column has-text-centered">
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  <h1 class="title is-1 publication-title is-bold">
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- <!-- <img src="assets/images/csbench_logo_2.png" style="width:1em;vertical-align: middle" alt="Logo"/> -->
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  <!-- <span class="csbench" style="vertical-align: middle">CS-Bench</span> -->
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  </h1>
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  <h2 class="title is-3" style="margin-top: 0px; margin-bottom: 50px;">
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- <!-- <img src="assets/images/title.png" style="width:1em;vertical-align: middle" alt="Logo"/> -->
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  🔧Tool Learning in the Wild:<br> Empowering Language Models as Automatic Tool Agents
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  </h2>
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  <span class="author-block"><sup style="color:#1a4ebf">5</sup>Leiden University</span><br>
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  </div>
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  </a>
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  </span>
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  <!-- Dataset Link. -->
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- <span class="link-block">
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- <a href="https://huggingface.co/datasets/mangopy/autotools"
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- <!-- <i class="far fa-images"></i> -->
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- <p style="font-size:18px">🔗</p>
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- </span>
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- <span>Dataset</span>
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- </a>
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- </span>
 
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  <!-- hf paper Link. -->
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- <a href="https://huggingface.co/spaces/mangopy/autotools"
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  <p style="font-size:18px">🤗</p>
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  </div>
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- <img src="assets/images/intro.png" alt="geometric reasoning" style="width:84%; height:200; object-fit: contain; margin-top: 20px; margin-bottom: 20px;"/>
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  <p style="margin-top: 10px;">
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  Comparison between conventional tool-use flow (a) and the proposed framework (b).
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  </p>
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  <section class="hero is-light is-small">
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  <div class="hero-body has-text-centered">
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  <h1 class="title is-1 csbench">
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- <!-- <img src="assets/images/csbench_logo_2.png" style="width:1.5em;vertical-align: middle" alt="Logo"/> -->
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  <span class="csbench" style="width:1.5em;vertical-align: middle">Our AutoTools Framework</span>
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  </h1>
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  </div>
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  <!-- 案例研究 1 -->
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  <div class="box m-5">
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- <img src="assets/images/method.png" alt="geometric reasoning" style="width:90%;object-fit: contain; margin-top: 5px; margin-bottom: 5;"/>
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  <p style="margin-top: 5px;">
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  An overview of the proposed framework AutoTools, in which the LLM (1) automatically encapsulates diverse tools into unified callable functions and (2) directly utilizes these functions through programming.
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  </p>
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  <section class="hero is-light is-small">
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  <h1 class="title is-1 csbench">
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  <span class="csbench" style="width:1.5em;vertical-align: middle">Further improvement with AutoTools-Learning</span>
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  </h1>
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  <section class="hero is-light is-small">
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  <span class="csbench" style="width:1.5em;vertical-align: middle">Experimental Results</span>
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  <!-- 案例研究 1 -->
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- <img src="assets/images/results.png" alt="geometric reasoning" style="width:70%; height:400px; object-fit: contain; margin-top: -40px; margin-bottom: -20px;"/>
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  <p style="margin-top: -10px;">
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  GIven the documentation of the "SEARCH_TOOL" APIs (tool) in natural language, the LLM can understand and encapsulate it into a structured function.
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  </p>
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- <img src="assets/images/case.png" alt="geometric reasoning" style="width:84%; height:900px; object-fit: contain; margin-top: -70px; margin-bottom: -30px;"/>
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  </footer>
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  </body>
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- </html>
 
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  <title>Tool Learning in the Wild: Empowering Language Models as Automatic Tool Agents</title>
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+ <!-- <link rel="icon" href="./static/images/title.png"> -->
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  <link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro" rel="stylesheet">
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+ <link rel="stylesheet" href="./static/css/bulma.min.css">
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+ <link rel="stylesheet" href="./static/css/bulma-carousel.min.css">
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+ <link rel="stylesheet" href="./static/css/bulma-slider.min.css">
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  <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/jpswalsh/academicons@1/css/academicons.min.css">
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+ <link rel="stylesheet" href="./static/css/index.css">
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+ <script src="./static/js/bulma-carousel.min.js"></script>
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  <script src="./data/results/output_folders.js" defer></script>
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  <script src="./data/results/model_scores.js" defer></script>
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  <div class="columns is-centered">
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  <div class="column has-text-centered">
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  <h1 class="title is-1 publication-title is-bold">
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+ <!-- <img src="static/images/csbench_logo_2.png" style="width:1em;vertical-align: middle" alt="Logo"/> -->
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  <!-- <span class="csbench" style="vertical-align: middle">CS-Bench</span> -->
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  </h1>
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  <h2 class="title is-3" style="margin-top: 0px; margin-bottom: 50px;">
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+ <!-- <img src="static/images/title.png" style="width:1em;vertical-align: middle" alt="Logo"/> -->
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  🔧Tool Learning in the Wild:<br> Empowering Language Models as Automatic Tool Agents
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  </h2>
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  <span class="author-block"><sup style="color:#1a4ebf">5</sup>Leiden University</span><br>
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  </div>
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  <div class="column has-text-centered">
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  <div class="publication-links">
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  <!-- PDF Link. -->
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  <span class="icon">
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  <i class="ai ai-arxiv"></i>
 
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  </a>
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  </span>
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  <!-- Dataset Link. -->
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+ <!-- <span class="link-block"> -->
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+ <!-- <a href="https://huggingface.co/datasets/xxxxxxx" -->
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+ <!-- class="external-link button is-normal is-rounded is-dark"> -->
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+ <!-- <p style="font-size:18px">🤗</p> -->
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+ <!-- 🔗 -->
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+ <!-- </span> -->
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+ <!-- <span>Dataset</span> -->
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+ <!-- </a> -->
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+ <!-- </span> -->
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  <!-- hf paper Link. -->
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  <span class="link-block">
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+ <a href="xxx"
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  class="external-link button is-normal is-rounded is-light">
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  <span class="icon">
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  <!-- <i class="far fa-images"></i> -->
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  <p style="font-size:18px">🤗</p>
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  <!-- 🔗 -->
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+ <span>HF-datasets</span>
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  </div>
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  <div class="box m-5">
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  <div class="content has-text-centered">
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+ <img src="static/images/intro.png" alt="geometric reasoning" style="width:84%; height:200; object-fit: contain; margin-top: 20px; margin-bottom: 20px;"/>
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  <p style="margin-top: 10px;">
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  Comparison between conventional tool-use flow (a) and the proposed framework (b).
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  </p>
 
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  <section class="hero is-light is-small">
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  <div class="hero-body has-text-centered">
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  <h1 class="title is-1 csbench">
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+ <!-- <img src="static/images/csbench_logo_2.png" style="width:1.5em;vertical-align: middle" alt="Logo"/> -->
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  <span class="csbench" style="width:1.5em;vertical-align: middle">Our AutoTools Framework</span>
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  </h1>
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  </div>
 
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  <!-- 案例研究 1 -->
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  <div class="box m-5">
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  <div class="content has-text-centered">
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+ <img src="static/images/method.png" alt="geometric reasoning" style="width:90%;object-fit: contain; margin-top: 5px; margin-bottom: 5;"/>
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  <p style="margin-top: 5px;">
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  An overview of the proposed framework AutoTools, in which the LLM (1) automatically encapsulates diverse tools into unified callable functions and (2) directly utilizes these functions through programming.
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  </p>
 
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  <section class="hero is-light is-small">
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  <div class="hero-body has-text-centered">
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  <h1 class="title is-1 csbench">
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+ <!-- <img src="static/images/csbench_logo_2.png" style="width:1.5em;vertical-align: middle" alt="Logo"/> -->
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  <span class="csbench" style="width:1.5em;vertical-align: middle">Further improvement with AutoTools-Learning</span>
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  </h1>
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  </div>
 
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  <section class="hero is-light is-small">
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  <div class="hero-body has-text-centered">
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  <h1 class="title is-1 csbench">
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+ <!-- <img src="static/images/csbench_logo_2.png" style="width:1.5em;vertical-align: middle" alt="Logo"/> -->
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  <span class="csbench" style="width:1.5em;vertical-align: middle">Experimental Results</span>
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  </h1>
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  </div>
 
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  <!-- 案例研究 1 -->
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  <div class="box m-5">
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  <div class="content has-text-centered">
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+ <img src="static/images/results.png" alt="geometric reasoning" style="width:70%; height:400px; object-fit: contain; margin-top: -40px; margin-bottom: -20px;"/>
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  </div>
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  <!-- 案例研究 2 -->
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  <div class="box m-5">
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  <div class="content has-text-centered">
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+ <img src="static/images/result1.png" alt="geometric reasoning" style="width:84%; height:380px; object-fit: contain; margin-top: 20px; margin-bottom: 20px;"/>
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  </div>
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  <!-- 案例研究 3 -->
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  <div class="box m-5">
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+ <img src="static/images/result2.png" alt="geometric reasoning" style="width:70%; height:400px; object-fit: contain; margin-top: 20px; margin-bottom: 20px;"/>
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  </div>
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  </div>
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  GIven the documentation of the "SEARCH_TOOL" APIs (tool) in natural language, the LLM can understand and encapsulate it into a structured function.
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  </p>
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+ <img src="static/images/case.png" alt="geometric reasoning" style="width:84%; height:900px; object-fit: contain; margin-top: -70px; margin-bottom: -30px;"/>
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  </div>
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  </div>
 
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+ </html>