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Ai2 releases new language models competitive with Meta's Llama | TechCrunch

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arrow-up;}.wp-block-tenup-carousel{--wp--custom--tenup--show-dots: 1;--wp--custom--tenup--show-arrows: 1;--wp--custom--tenup--per-page: 1;--wp--custom--tenup--slide-type: slide;}.wp-block-tenup-tabs{--wp--custom--tenup--max-number-of-tabs: 5;}.wp-block-techcrunch-site-header{--wp--preset--color--white: var(--wp--custom--color--white);--wp--preset--color--green-500: var(--wp--custom--color--green-500);--wp--preset--color--black-500: var(--wp--custom--color--black-500);}:root { --wp--style--global--content-size: var(--wp--custom--content--width--default);--wp--style--global--wide-size: var(--wp--custom--content--width--wide); }:where(body) { margin: 0; }.wp-site-blocks > .alignleft { float: left; margin-right: 2em; }.wp-site-blocks > .alignright { float: right; margin-left: 2em; }.wp-site-blocks > .aligncenter { justify-content: center; margin-left: auto; margin-right: auto; }:where(.wp-site-blocks) > * { margin-block-start: 24px; margin-block-end: 0; }:where(.wp-site-blocks) > 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wp-block-column-is-layout-flow"> <div class="entry-content wp-block-post-content is-layout-constrained wp-block-post-content-is-layout-constrained"> <p id="speakable-summary" class="wp-block-paragraph">There&#8217;s a new AI model family on the block, and it&#8217;s one of the few that can be reproduced from scratch. </p> <p class="wp-block-paragraph">On Tuesday, Ai2, the nonprofit AI research organization founded by the late Microsoft co-founder Paul Allen, released OLMo 2, the second family of models in its OLMo series. (OLMo is short for &#8220;open language model.&#8221;) While there&#8217;s no shortage of &#8220;open&#8221; language models to choose from (e.g., Meta&#8217;s <a href="https://techcrunch.com/2024/09/08/meta-llama-everything-you-need-to-know-about-the-open-generative-ai-model/">Llama</a>), OLMo 2 meets the Open Source Initiative&#8217;s definition of open source AI, meaning the tools and data used to develop it are publicly available.</p> <div class="ad-unit ad-unit--mobile ad-unit--has-placeholder ad-unit--display wp-block-tc-ads-ad-slot has-background has-gray-100-background-color"> <div class="ad-unit__ad" id="us-tc-ros-mw-mid-center" data-unitcode="us_tc_ros_mw_mid_center" data-sizes="[[300,250],[3,2],[2,2]]" style="min-height:250px;min-width:300px;"> </div> </div> <div class="ad-unit ad-unit--desktop ad-unit--native wp-block-tc-ads-ad-slot"> <div class="ad-unit__ad" id="us-tc-ros-dt-native-midarticle" data-unitcode="us_tc_ros_dt_native_midarticle" data-sizes="[&quot;fluid&quot;]" style="min-height:0px;min-width:0px;"> </div> </div> <p class="wp-block-paragraph">The Open Source Initiative, the <a href="https://opensource.org/history" target="_blank" rel="noreferrer noopener nofollow">long-running institution</a> that aims to define and &#8220;steward&#8221; all things open source, finalized its open source AI definition in October. But the <a href="https://techcrunch.com/2024/02/01/ai2-open-sources-text-generating-ai-models-and-the-data-used-to-train-them/">first OLMo models</a>, released in February, met the criterion as well.</p> <p class="wp-block-paragraph">&#8220;OLMo 2 [was] developed start-to-finish with open and accessible training data, open-source training code, reproducible training recipes, transparent evaluations, intermediate checkpoints, and more,&#8221; AI2 wrote in a <a href="https://allenai.org/olmo" target="_blank" rel="noreferrer noopener nofollow">blog post</a>. &#8220;By openly sharing our data, recipes, and findings, we hope to provide the open-source community with the resources needed to discover new and innovative approaches.&#8221;</p> <p class="wp-block-paragraph">There are two models in the OLMo 2 family: one with 7 billion parameters (OLMo 7B) and one with 13 billion parameters (OLMo 13B). Parameters roughly correspond to a model’s problem-solving skills, and models with more parameters generally perform better than those with fewer parameters.</p> <p class="wp-block-paragraph">Like most language models, OLMo 2 7B and 13B can perform a range of text-based tasks, like answering questions, summarizing documents, and writing code.</p> <p class="wp-block-paragraph">To train the models, Ai2 used a dataset of 5 trillion tokens. Tokens represent bits of raw data; 1 million tokens is equal to about 750,000 words. The training set included websites &#8220;filtered for high quality,&#8221; academic papers, Q&amp;A discussion boards, and math workbooks &#8220;both synthetic and human generated.&#8221;</p> <div class="marfeel-experience-inline-cta wp-block-tc23-marfeel-experience"> </div> <p class="wp-block-paragraph">Ai2 claims the result is models that are competitive, performance-wise, with open models like Meta&#8217;s <a href="https://techcrunch.com/2024/07/23/meta-releases-its-biggest-open-ai-model-yet/">Llama 3.1</a> release.</p> <figure class="wp-block-image aligncenter size-large"><img loading="lazy" decoding="async" width="1768" height="1215" src="https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?w=680" alt="OLMo Ai2" class="wp-image-2921615" srcset="https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp 1768w, https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?resize=150,103 150w, https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?resize=300,206 300w, https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?resize=768,528 768w, https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?resize=680,467 680w, https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?resize=1200,825 1200w, https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?resize=1280,880 1280w, https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?resize=430,296 430w, https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?resize=720,495 720w, https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?resize=900,618 900w, https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?resize=800,550 800w, https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?resize=1536,1056 1536w, https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?resize=668,459 668w, https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?resize=546,375 546w, https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?resize=898,617 898w, https://techcrunch.com/wp-content/uploads/2024/11/1732648723-olmo2-2.webp?resize=708,487 708w" sizes="auto, (max-width: 1768px) 100vw, 1768px" /><figcaption class="wp-element-caption"><span class="wp-block-image__credits"><strong>Image Credits:</strong>Ai2</span></figcaption></figure> <p class="wp-block-paragraph">&#8220;Not only do we observe a dramatic improvement in performance across all tasks compared to our earlier OLMo model but, notably, OLMo 2 7B outperforms Llama 3.1 8B,&#8221; Ai2 writes. &#8220;OLMo 2 [represents] the best fully-open language models to date.&#8221;</p> <p class="wp-block-paragraph">The OLMo 2 models and all of their components can be downloaded from Ai2&#8217;s <a href="https://allenai.org/olmo" target="_blank" rel="noreferrer noopener nofollow">website</a>. They&#8217;re under Apache 2.0 license, meaning they can be used commercially.</p> <div class="ad-unit ad-unit--mobile ad-unit--has-placeholder ad-unit--display wp-block-tc-ads-ad-slot has-background has-gray-100-background-color"> <div class="ad-unit__ad" id="us-tc-ros-mw-mid-center" data-unitcode="us_tc_ros_mw_mid_center" data-sizes="[[300,250]]" style="min-height:250px;min-width:300px;"> </div> </div> <div class="ad-unit ad-unit--desktop ad-unit--native wp-block-tc-ads-ad-slot"> <div class="ad-unit__ad" id="us-tc-ros-dt-native-midarticle" data-unitcode="us_tc_ros_dt_native_midarticle" data-sizes="[&quot;fluid&quot;]" style="min-height:0px;min-width:0px;"> </div> </div> <p class="wp-block-paragraph">There&#8217;s been some debate recently over the safety of open models, what with Llama models <a href="https://techcrunch.com/2024/11/01/chinese-military-researchers-reportedly-used-metas-ai-to-develop-a-defense-chatbot/">reportedly</a> being used by Chinese researchers to develop defense tools. When I asked Ai2 engineer Dirk Groeneveld in February whether he was concerned about OLMo being abused, he said that he believes the benefits ultimately outweigh the harms.</p> <p class="wp-block-paragraph">&#8220;Yes, it’s possible open models may be used inappropriately or for unintended purposes,&#8221; he said. &#8220;[However, this] approach also promotes technical advancements that lead to more ethical models; is a prerequisite for verification and reproducibility, as these can only be achieved with access to the full stack; and reduces a growing concentration of power, creating more equitable access.&#8221;</p> </div> <div class="wp-block-tc23-post-relevant-terms"> <p class="wp-block-paragraph">Topics</p> <div class="tc23-post-relevant-terms__terms"> <a href="https://techcrunch.com/category/artificial-intelligence/" rel="tag">AI</a><span class="tc23-post-relevant-terms__separator">, </span><a href="https://techcrunch.com/tag/ai/" rel="tag">AI</a><span class="tc23-post-relevant-terms__separator">, </span><a href="https://techcrunch.com/tag/ai2/" rel="tag">AI2</a><span class="tc23-post-relevant-terms__separator">, </span><a href="https://techcrunch.com/tag/allen-institute/" rel="tag">Allen Institute</a><span class="tc23-post-relevant-terms__separator">, </span><a href="https://techcrunch.com/tag/allen-institute-for-ai/" rel="tag">allen institute for ai</a><span class="tc23-post-relevant-terms__separator">, </span><a href="https://techcrunch.com/tag/generative-ai/" rel="tag">Generative AI</a><span class="tc23-post-relevant-terms__separator">, </span><a href="https://techcrunch.com/tag/language-model/" rel="tag">language model</a><span class="tc23-post-relevant-terms__separator">, </span><a href="https://techcrunch.com/tag/olmo/" rel="tag">olmo</a><span class="tc23-post-relevant-terms__separator">, </span><a href="https://techcrunch.com/tag/olmo-2/" rel="tag">olmo 2</a><span class="tc23-post-relevant-terms__separator">, </span><a 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