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Open-source LLM efficient frontier charted by parameter efficiency

A Reddit user has compiled a chart illustrating the efficient frontier of open-source large language models, defining efficiency as the model's score relative to its active parameters. The chart focuses on models that represent the best trade-off between performance and size, excluding those that are less efficient. The user acknowledges that the aggregation benchmark used may not be perfect but considers it a reliable indicator of overall performance. AI

IMPACT Provides a visual guide for users seeking efficient open-source LLMs.

RANK_REASON User-generated chart and discussion of existing models.

Read on r/LocalLLaMA →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Open-source LLM efficient frontier charted by parameter efficiency

COVERAGE [1]

  1. r/LocalLLaMA TIER_1 English(EN) · /u/StupidScaredSquirrel ·

    Current efficient frontier of open models

    <table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1ux41ue/current_efficient_frontier_of_open_models/"> <img alt="Current efficient frontier of open models" src="https://preview.redd.it/qw0la7h1xddh1.png?width=640&amp;crop=smart&amp;auto=webp&amp;s=4f3d2e2ec0d…