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<title>Tool Learning in the Wild: Empowering Language Models as Automatic Tool Agents</title>
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<h2 class="title is-3" style="margin-top: 0px; margin-bottom: 50px;">
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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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<p style="font-size:18px">🤗</p>
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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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<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">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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<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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<span class="csbench" style="width:1.5em;vertical-align: middle">Further improvement with AutoTools-Learning</span>
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<span class="csbench" style="width:1.5em;vertical-align: middle">Experimental Results</span>
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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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</footer>
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<title>Tool Learning in the Wild: Empowering Language Models as Automatic Tool Agents</title>
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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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</a>
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</span>
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<!-- Dataset Link. -->
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<!-- <span>Dataset</span> -->
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<p style="font-size:18px">🤗</p>
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<span>HF-datasets</span>
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</a>
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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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<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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<!-- 案例研究 1 -->
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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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<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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<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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<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="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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