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Cloudflare releases Clef decision models for typed probability outputs

By PulseAugur Editorial · [3 sources] ·

Cloudflare has introduced Clef and Clef-flash, two open-weight decision models designed for specific question answering rather than general text generation. These models, built upon Qwen backbones and compatible with the TypeSafe AI Jev API, return typed probabilities for predefined questions about an input state, including text, images, and video. While Clef and Clef-flash demonstrate superior performance on certain benchmarks like Banking77 and CLINC150+OOS, they lag behind Jev in knowledge-intensive tasks such as GPQA Diamond and MMLU-Pro. Cloudflare is also offering a reinforcement learning service to fine-tune these models on private data. AI

IMPACT These models offer a new paradigm for structured decision-making with LLMs, potentially improving efficiency and reliability in specific applications.

RANK_REASON Cloudflare released new open-weight models. [lever_c_demoted from frontier_release: ic=2 ai=1.0]

Read on r/LocalLLaMA →

AI-generated summary · Google Gemini · from 3 sources. How we write summaries →

Cloudflare releases Clef decision models for typed probability outputs

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Cloudflare released new open-weight models. [lever_c_demoted from frontier_release: ic=2 ai=1.0]
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3 independent sources
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model release, product
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High
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7 days old
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COVERAGE [3]

  1. MarkTechPost TIER_1 English(EN) · Asif Razzaq ·

    Cloudflare Releases Clef and Clef-flash: Open-Weight Decision Models That Return Typed Probabilities Instead of Text

    <p>Cloudflare has released Clef (27B) and Clef-flash (9B), open-weight decision models that return typed probabilities instead of text. They are Jev-API compatible, accept images, and run on Workers AI at 209.3 ms and 38.8 ms median latency.</p> <p>The post <a href="https://www.m…

  2. dev.to — LLM tag TIER_1 English(EN) · 灯里/iku ·

    Hands-On with Cloudflare's Decision Model Clef on Workers AI

    <h2> Table Of Contents </h2> <ul> <li>Introduction</li> <li>What Is Clef?</li> <li>Calling the API</li> <li> What I Tested <ul> <li>Handling Japanese Inquiries</li> <li>Does Option Ordering Matter?</li> <li>Handling Out-of-Scope Queries</li> <li>Handling Multi-Intent Queries</li>…

  3. r/LocalLLaMA TIER_1 English(EN) · /u/paf1138 ·

    Clef: Open Weights decision model by Cloudflare

    <table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1wv4zzi/clef_open_weights_decision_model_by_cloudflare/"> <img alt="Clef: Open Weights decision model by Cloudflare" src="https://external-preview.redd.it/nLZqCu2NyC_5yplY5TZjCztPmtJgnCkDBXipPe7y2co.png?width=…

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