TRACER: Learn-to-Defer for LLM Classification with Formal Teacher-Agreement Guarantees
<table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1s7p0au/tracer_learntodefer_for_llm_classification_with/"> <img src="https://external-preview.redd.it/gGcHlKvAn1FfFyLFltHoWNYF8ShCW8z3-DfyCta7fuU.png?width=640&crop=smart&auto=webp&s=a238004213cb246ad98535d530c5f074df8f13cc" alt="TRACER: Learn-to-Defer for LLM Classification with Formal Teacher-Agreement Guarantees" title="TRACER: Learn-to-Defer for LLM Classification with Formal Teacher-Agreement Guarantees" /> </a> </td><td> <!-- SC_OFF --><div class="md"><p>I'm releasing TRACER (Trace-Based Adaptive Cost-Efficient Routing), a library for learning cost-efficient routing policies from LLM traces.</p> <p>The setup: you have an LLM handling classification tasks. You want to replace a fraction of calls wi
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