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Update README.md
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README.md
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@@ -13,6 +13,63 @@ SLIMER is an LLM specifically instructed for zero-shot NER.
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Instructed on a reduced number of samples, it is designed to tackle never-seen-before Named Entity tags by leveraging a prompt enriched with a DEFINITION and GUIDELINES for the NE to be extracted.
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<img src="https://huggingface.co/expertai/SLIMER/resolve/main/SLIMER_instruction_prompt.png" width="200">
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Currently existing approaches fine-tune on an extensive number of entity classes (around 13K) and assess zero-shot NER capabilities on Out-Of-Distribution input domains.
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Instructed on a reduced number of samples, it is designed to tackle never-seen-before Named Entity tags by leveraging a prompt enriched with a DEFINITION and GUIDELINES for the NE to be extracted.
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<!DOCTYPE html>
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<html>
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<head>
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<style>
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.container {
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border: 2px solid #000;
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padding: 10px;
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width: 600px;
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margin: 0 auto;
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font-family: Arial, sans-serif;
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}
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.header {
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background-color: black;
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color: white;
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padding: 5px;
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text-align: center;
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font-weight: bold;
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}
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.content {
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padding: 10px;
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}
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.definition {
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background-color: #ccffcc;
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padding: 5px;
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}
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.guidelines {
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background-color: #ffffcc;
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padding: 5px;
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}
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</style>
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</head>
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<body>
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<div class="container">
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<div class="header">Instruction Tuning Prompt</div>
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<div class="content">
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<p><b>[INST]</b></p>
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<p>You are given a text chunk (delimited by triple quotes) and an instruction.<br>
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Read the text and answer to the instruction in the end.</p>
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<p>"""<br>
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{input text}<br>
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"""</p>
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<p><b>Instruction:</b> Extract the Named Entities of type <b>DATE</b> from the text chunk you have read.</p>
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<p>You are given a <b>DEFINITION</b> and some <b>GUIDELINES</b>.</p>
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<div class="definition">
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<p><b>DEFINITION:</b> <b>DATE</b> refers to specific points in time, including days, months, years, and relative time expressions like 'Week 2'.</p>
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</div>
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<div class="guidelines">
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<p><b>GUIDELINES:</b> Avoid labeling non-specific time references like 'recently' or 'soon'. Exercise caution with ambiguous terms like 'May' (month or verb) and 'Wednesday Adams' (person's name which includes a day of the week).</p>
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</div>
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<p>Return a JSON list of instances of this Named Entity type. Return an empty list if no instances are present.</p>
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<p><b>[/INST]</b></p>
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</div>
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</div>
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</body>
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</html>
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<img src="https://huggingface.co/expertai/SLIMER/resolve/main/SLIMER_instruction_prompt.png" width="200">
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Currently existing approaches fine-tune on an extensive number of entity classes (around 13K) and assess zero-shot NER capabilities on Out-Of-Distribution input domains.
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