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#traceability

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Miguel Afonso Caetano<p>"Finally, AI can fact-check itself. One large language model-based chatbot can now trace its outputs to the exact original data sources that informed them.</p><p>Developed by the Allen Institute for Artificial Intelligence (Ai2), OLMoTrace, a new feature in the Ai2 Playground, pinpoints data sources behind text responses from any model in the OLMo (Open Language Model) project.</p><p>OLMoTrace identifies the exact pre-training document behind a response — including full, direct quote matches. It also provides source links. To do so, the underlying technology uses a process called “exact-match search” or “string matching.”</p><p>“We introduced OLMoTrace to help people understand why LLMs say the things they do from the lens of their training data,” Jiacheng Liu, a University of Washington Ph.D. candidate and Ai2 researcher, told The New Stack.</p><p>“By showing that a lot of things generated by LLMs are traceable back to their training data, we are opening up the black boxes of how LLMs work, increasing transparency and our trust in them,” he added.</p><p>To date, no other chatbot on the market provides the ability to trace a model’s response back to specific sources used within its training data. This makes the news a big stride for AI visibility and transparency."</p><p><a href="https://thenewstack.io/llms-can-now-trace-their-outputs-to-specific-training-data/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">thenewstack.io/llms-can-now-tr</span><span class="invisible">ace-their-outputs-to-specific-training-data/</span></a></p><p><a href="https://tldr.nettime.org/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://tldr.nettime.org/tags/GenerativeAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>GenerativeAI</span></a> <a href="https://tldr.nettime.org/tags/LLMs" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>LLMs</span></a> <a href="https://tldr.nettime.org/tags/Chatbots" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Chatbots</span></a> <a href="https://tldr.nettime.org/tags/ExplainableAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ExplainableAI</span></a> <a href="https://tldr.nettime.org/tags/Traceability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Traceability</span></a> <a href="https://tldr.nettime.org/tags/AITraining" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AITraining</span></a></p>
Frank Krüger<p>Today, my applied <a href="https://mstdn.science/tags/SoftwareEngineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SoftwareEngineering</span></a> class at <a href="https://mstdn.science/tags/HSWismar" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>HSWismar</span></a> starts. Students will develop tool support to improve <a href="https://mstdn.science/tags/reproducibility" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>reproducibility</span></a> and <a href="https://mstdn.science/tags/traceability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>traceability</span></a> of data-based theology research. Based on our Corpus of Additions, Omissions, and Variations of biblical names in the New Testament, we will develop a web-based tool for exploration. </p><p>The dataset can be found at <a href="https://zenodo.org/records/12723324" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">zenodo.org/records/12723324</span><span class="invisible"></span></a></p><p><a href="https://mstdn.science/tags/OpenScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>OpenScience</span></a> <a href="https://mstdn.science/tags/OpenSource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>OpenSource</span></a></p>
స్వేచ్ఛ | SwechaHello Developers,<br><br>We are excited to announce, <a class="hashtag" href="https://fsmi.social/tag/devdayshyd" rel="nofollow noopener noreferrer" target="_blank">#DevDaysHyd</a> #11 on June 11th, 2023 with talks on Cloud Observability and Microservices Architecture.<br><br>One of them is, “Observability: Now; Next; Later”, by Aravind Putrevu, as our speaker. Aravind is a Developer Afficionado. He works as Head of Developer experience at Calyptia (creator of FluentD and Fluent Bit). Previously, he was at Elastic as a Developer Advocate for India and SE Asia.<br><br>We invite you to join us in-person. Looking forward to seeing you.<br><br>Find more talks of the DevDay and register, at <a href="https://swecha.org/devdays" rel="nofollow noopener noreferrer" target="_blank">https://swecha.org/devdays</a><br><br>📅 June 11, 2023<br>🕙 10:30 AM to 11:30 AM<br>Venue: Swecha Office, Gachibowli<br><br><a class="hashtag" href="https://fsmi.social/tag/observability" rel="nofollow noopener noreferrer" target="_blank">#observability</a> <a class="hashtag" href="https://fsmi.social/tag/monitoring" rel="nofollow noopener noreferrer" target="_blank">#monitoring</a> <a class="hashtag" href="https://fsmi.social/tag/traceability" rel="nofollow noopener noreferrer" target="_blank">#traceability</a> <a class="hashtag" href="https://fsmi.social/tag/devdayshyd" rel="nofollow noopener noreferrer" target="_blank">#DevDaysHyd</a> <a class="hashtag" href="https://fsmi.social/tag/swecha" rel="nofollow noopener noreferrer" target="_blank">#Swecha</a>
PatrickMeyfroidt<p>I should probably add a lot of hashtags...<br><a href="https://fediscience.org/tags/deforestation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>deforestation</span></a> <a href="https://fediscience.org/tags/landuse" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>landuse</span></a> <a href="https://fediscience.org/tags/cocoa" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>cocoa</span></a> <a href="https://fediscience.org/tags/sustainability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>sustainability</span></a> <a href="https://fediscience.org/tags/supplychains" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>supplychains</span></a> <a href="https://fediscience.org/tags/C%C3%B4ted" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Côted</span></a>'Ivoire <a href="https://fediscience.org/tags/transparency" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>transparency</span></a> <a href="https://fediscience.org/tags/traceability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>traceability</span></a></p>
chico<p>In terms of finding truth, <a href="https://mstdn.social/tags/traceability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>traceability</span></a> is to <a href="https://mstdn.social/tags/News" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>News</span></a> what <a href="https://mstdn.social/tags/falsifiability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>falsifiability</span></a> is to Science. It's not everything, but it is a very informative standard.</p><p>I believe that peer-curated repositories for professional news sources will incentivize traceability, and are a good way of fostering trust in professional journalism and effectively fight the spread of <a href="https://mstdn.social/tags/fakeNews" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>fakeNews</span></a>.</p><p>Unless someone shows me that this is a crappy idea.</p>
James Edward<p><span class="h-card"><a href="https://fosstodon.org/@libreoffice" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>libreoffice</span></a></span> It would be cool if you could design a strictly <a href="https://tilde.zone/tags/append" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>append</span></a>-only file format for documents, so that a <a href="https://tilde.zone/tags/document" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>document</span></a> consists of a sequence of <a href="https://tilde.zone/tags/blocks" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>blocks</span></a> that can be independently <a href="https://tilde.zone/tags/hashed" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>hashed</span></a>/#notarised. PDFs sort of work this way. At the moment, docs tend to get completely rewritten with every edit, meaning you lose <a href="https://tilde.zone/tags/traceability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>traceability</span></a> to previous versions. You could achieve the same outcome by just appending the previous doc as an attachment to the current one, but that would get extremely inefficient as the number of edits increases.</p>