#nlp

Agustin V. Startari:ivory_boost: New paper: Expense Coding Syntax: Misclassification in AI-Powered Corporate ERPs When AI-driven ERP systems misclassify expenses, the error is not just financial. 📄 SSRN: <a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5361952" rel="nofollow noopener" translate="no" target="_blank">https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5361952</a> 📄 Zenodo: <a href="https://zenodo.org/records/16325643" rel="nofollow noopener" translate="no" target="_blank">https://zenodo.org/records/16325643</a><a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LLM</a> <a href="https://mastodon.social/tags/MedicalNLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedicalNLP</a> <a href="https://mastodon.social/tags/LegalTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#LegalTech</a> <a href="https://mastodon.social/tags/MedTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedTech</a> <a href="https://mastodon.social/tags/AIethics" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIethics</a> <a href="https://mastodon.social/tags/AIgovernance" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIgovernance</a> <a href="https://mastodon.social/tags/cryptoreg" class="mention hashtag" rel="nofollow noopener" target="_blank">#cryptoreg</a> <a href="https://mastodon.social/tags/healthcare" class="mention hashtag" rel="nofollow noopener" target="_blank">#healthcare</a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#ArtificialIntelligence</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> <a href="https://mastodon.social/tags/aifutures" class="mention hashtag" rel="nofollow noopener" target="_blank">#aifutures</a> <a href="https://mastodon.social/tags/LawFedi" class="mention hashtag" rel="nofollow noopener" target="_blank">#LawFedi</a> <a href="https://mastodon.social/tags/lawstodon" class="mention hashtag" rel="nofollow noopener" target="_blank">#lawstodon</a> <a href="https://mastodon.social/tags/tech" class="mention hashtag" rel="nofollow noopener" target="_blank">#tech</a> <a href="https://mastodon.social/tags/finance" class="mention hashtag" rel="nofollow noopener" target="_blank">#finance</a> <a href="https://mastodon.social/tags/business" class="mention hashtag" rel="nofollow noopener" target="_blank">#business</a> <a href="https://mastodon.social/tags/agustinvstartari" class="mention hashtag" rel="nofollow noopener" target="_blank">#agustinvstartari</a> <a href="https://mastodon.social/tags/medical" class="mention hashtag" rel="nofollow noopener" target="_blank">#medical</a> <a href="https://mastodon.social/tags/linguistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#linguistics</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/LRM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LRM</a> <a href="https://mastodon.social/tags/ClinicalAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#ClinicalAI</a> <a href="https://mastodon.social/tags/politics" class="mention hashtag" rel="nofollow noopener" target="_blank">#politics</a> <a href="https://mastodon.social/tags/regulation" class="mention hashtag" rel="nofollow noopener" target="_blank">#regulation</a>

Agustin V. StartariNEW PAPER — Compiled Norms: Towards a Formal Typology of Executable Legal Speech A structural framework for classifying legal norms that can be directly executed by computational systems. 📄 <a href="https://papers.ssrn.com/abstract=5353059" rel="nofollow noopener" translate="no" target="_blank">https://papers.ssrn.com/abstract=5353059</a><a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LLM</a> <a href="https://mastodon.social/tags/MedicalNLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedicalNLP</a> <a href="https://mastodon.social/tags/LegalTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#LegalTech</a> <a href="https://mastodon.social/tags/MedTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedTech</a> <a href="https://mastodon.social/tags/AIethics" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIethics</a> <a href="https://mastodon.social/tags/AIgovernance" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIgovernance</a> <a href="https://mastodon.social/tags/cryptoreg" class="mention hashtag" rel="nofollow noopener" target="_blank">#cryptoreg</a> <a href="https://mastodon.social/tags/healthcare" class="mention hashtag" rel="nofollow noopener" target="_blank">#healthcare</a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#ArtificialIntelligence</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> <a href="https://mastodon.social/tags/aifutures" class="mention hashtag" rel="nofollow noopener" target="_blank">#aifutures</a> <a href="https://mastodon.social/tags/LawFedi" class="mention hashtag" rel="nofollow noopener" target="_blank">#LawFedi</a> <a href="https://mastodon.social/tags/lawstodon" class="mention hashtag" rel="nofollow noopener" target="_blank">#lawstodon</a> <a href="https://mastodon.social/tags/tech" class="mention hashtag" rel="nofollow noopener" target="_blank">#tech</a> <a href="https://mastodon.social/tags/finance" class="mention hashtag" rel="nofollow noopener" target="_blank">#finance</a> <a href="https://mastodon.social/tags/business" class="mention hashtag" rel="nofollow noopener" target="_blank">#business</a> <a href="https://mastodon.social/tags/agustinvstartari" class="mention hashtag" rel="nofollow noopener" target="_blank">#agustinvstartari</a> <a href="https://mastodon.social/tags/medical" class="mention hashtag" rel="nofollow noopener" target="_blank">#medical</a> <a href="https://mastodon.social/tags/linguistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#linguistics</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/LRM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LRM</a> <a href="https://mastodon.social/tags/ClinicalAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#ClinicalAI</a> <a href="https://mastodon.social/tags/politics" class="mention hashtag" rel="nofollow noopener" target="_blank">#politics</a> <a href="https://mastodon.social/tags/regulation" class="mention hashtag" rel="nofollow noopener" target="_blank">#regulation</a>

Agustin V. Startari🧾New Book Grammars of Power examines how syntactic rules, detached from meaning, shape authority in linguistic and algorithmic systems. Relevant to language, AI, ethics, and power theory. SSRN <a href="https://papers.ssrn.com/abstract=5337803" rel="nofollow noopener" translate="no" target="_blank">https://papers.ssrn.com/abstract=5337803</a><a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LLM</a> <a href="https://mastodon.social/tags/MedicalNLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedicalNLP</a> <a href="https://mastodon.social/tags/LegalTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#LegalTech</a> <a href="https://mastodon.social/tags/MedTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedTech</a> <a href="https://mastodon.social/tags/AIethics" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIethics</a> <a href="https://mastodon.social/tags/AIgovernance" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIgovernance</a> <a href="https://mastodon.social/tags/cryptoreg" class="mention hashtag" rel="nofollow noopener" target="_blank">#cryptoreg</a> <a href="https://mastodon.social/tags/healthcare" class="mention hashtag" rel="nofollow noopener" target="_blank">#healthcare</a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#ArtificialIntelligence</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> <a href="https://mastodon.social/tags/aifutures" class="mention hashtag" rel="nofollow noopener" target="_blank">#aifutures</a> <a href="https://mastodon.social/tags/LawFedi" class="mention hashtag" rel="nofollow noopener" target="_blank">#LawFedi</a> <a href="https://mastodon.social/tags/lawstodon" class="mention hashtag" rel="nofollow noopener" target="_blank">#lawstodon</a> <a href="https://mastodon.social/tags/tech" class="mention hashtag" rel="nofollow noopener" target="_blank">#tech</a> <a href="https://mastodon.social/tags/finance" class="mention hashtag" rel="nofollow noopener" target="_blank">#finance</a> <a href="https://mastodon.social/tags/business" class="mention hashtag" rel="nofollow noopener" target="_blank">#business</a> <a href="https://mastodon.social/tags/agustinvstartari" class="mention hashtag" rel="nofollow noopener" target="_blank">#agustinvstartari</a> <a href="https://mastodon.social/tags/medical" class="mention hashtag" rel="nofollow noopener" target="_blank">#medical</a> <a href="https://mastodon.social/tags/linguistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#linguistics</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/LRM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LRM</a> <a href="https://mastodon.social/tags/ClinicalAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#ClinicalAI</a> <a href="https://mastodon.social/tags/politics" class="mention hashtag" rel="nofollow noopener" target="_blank">#politics</a> <a href="https://mastodon.social/tags/regulation" class="mention hashtag" rel="nofollow noopener" target="_blank">#regulation</a>

Agustin V. Startari🧾 New paper out: When Grammar Fails the Audit: How One Bad Sentence Can Cost Your Company Millions🔍 Solution: fair-syntax transformation → reduces errors by 15%.📄 Read: <a href="https://zenodo.org/records/16322760" rel="nofollow noopener" translate="no" target="_blank">https://zenodo.org/records/16322760</a> ✍️ Agustin V. Startari <a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LLM</a> <a href="https://mastodon.social/tags/MedicalNLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedicalNLP</a> <a href="https://mastodon.social/tags/LegalTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#LegalTech</a> <a href="https://mastodon.social/tags/MedTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedTech</a> <a href="https://mastodon.social/tags/AIethics" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIethics</a> <a href="https://mastodon.social/tags/AIgovernance" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIgovernance</a> <a href="https://mastodon.social/tags/cryptoreg" class="mention hashtag" rel="nofollow noopener" target="_blank">#cryptoreg</a> <a href="https://mastodon.social/tags/healthcare" class="mention hashtag" rel="nofollow noopener" target="_blank">#healthcare</a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#ArtificialIntelligence</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> <a href="https://mastodon.social/tags/aifutures" class="mention hashtag" rel="nofollow noopener" target="_blank">#aifutures</a> <a href="https://mastodon.social/tags/LawFedi" class="mention hashtag" rel="nofollow noopener" target="_blank">#LawFedi</a> <a href="https://mastodon.social/tags/lawstodon" class="mention hashtag" rel="nofollow noopener" target="_blank">#lawstodon</a> <a href="https://mastodon.social/tags/tech" class="mention hashtag" rel="nofollow noopener" target="_blank">#tech</a> <a href="https://mastodon.social/tags/finance" class="mention hashtag" rel="nofollow noopener" target="_blank">#finance</a> <a href="https://mastodon.social/tags/business" class="mention hashtag" rel="nofollow noopener" target="_blank">#business</a> <a href="https://mastodon.social/tags/agustinvstartari" class="mention hashtag" rel="nofollow noopener" target="_blank">#agustinvstartari</a> <a href="https://mastodon.social/tags/medical" class="mention hashtag" rel="nofollow noopener" target="_blank">#medical</a> <a href="https://mastodon.social/tags/linguistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#linguistics</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/LRM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LRM</a> <a href="https://mastodon.social/tags/ClinicalAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#ClinicalAI</a> <a href="https://mastodon.social/tags/politics" class="mention hashtag" rel="nofollow noopener" target="_blank">#politics</a> <a href="https://mastodon.social/tags/regulation" class="mention hashtag" rel="nofollow noopener" target="_blank">#regulation</a>

Agustin V. Startari📢 OPEN BOOK Free Download: AI, Tell me your protocol This work critically examines the intersection between artificial intelligence and human authority in the context of algorithmic decision-making and data-driven governance.🔗 <a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5260083" rel="nofollow noopener" translate="no" target="_blank">https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5260083</a> <a href="https://mastodon.social/tags/MedicalNLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedicalNLP</a> <a href="https://mastodon.social/tags/LegalTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#LegalTech</a> <a href="https://mastodon.social/tags/MedTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedTech</a> <a href="https://mastodon.social/tags/AIethics" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIethics</a> <a href="https://mastodon.social/tags/AIgovernance" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIgovernance</a> <a href="https://mastodon.social/tags/healthcare" class="mention hashtag" rel="nofollow noopener" target="_blank">#healthcare</a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#ArtificialIntelligence</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> <a href="https://mastodon.social/tags/aifutures" class="mention hashtag" rel="nofollow noopener" target="_blank">#aifutures</a> <a href="https://mastodon.social/tags/LawFedi" class="mention hashtag" rel="nofollow noopener" target="_blank">#LawFedi</a> <a href="https://mastodon.social/tags/lawstodon" class="mention hashtag" rel="nofollow noopener" target="_blank">#lawstodon</a> <a href="https://mastodon.social/tags/tech" class="mention hashtag" rel="nofollow noopener" target="_blank">#tech</a> <a href="https://mastodon.social/tags/finance" class="mention hashtag" rel="nofollow noopener" target="_blank">#finance</a> <a href="https://mastodon.social/tags/business" class="mention hashtag" rel="nofollow noopener" target="_blank">#business</a> <a href="https://mastodon.social/tags/agustinvstartari" class="mention hashtag" rel="nofollow noopener" target="_blank">#agustinvstartari</a> <a href="https://mastodon.social/tags/medical" class="mention hashtag" rel="nofollow noopener" target="_blank">#medical</a> <a href="https://mastodon.social/tags/linguistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#linguistics</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/LRM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LRM</a> <a href="https://mastodon.social/tags/ClinicalAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#ClinicalAI</a> <a href="https://mastodon.social/tags/politics" class="mention hashtag" rel="nofollow noopener" target="_blank">#politics</a>

Agustin V. Startari📢 New article published:: Regulatory Legitimacy Without Referents. What happens when legal texts bind without a speaker? This article explores legalidad sin fuente, where AI-generated drafts enforce norms without 🔗 <a href="https://zenodo.org/records/16746581" rel="nofollow noopener" translate="no" target="_blank">https://zenodo.org/records/16746581</a> <a href="https://mastodon.social/tags/MedicalNLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedicalNLP</a> <a href="https://mastodon.social/tags/LegalTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#LegalTech</a> <a href="https://mastodon.social/tags/MedTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedTech</a> <a href="https://mastodon.social/tags/AIethics" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIethics</a> <a href="https://mastodon.social/tags/AIgovernance" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIgovernance</a> <a href="https://mastodon.social/tags/healthcare" class="mention hashtag" rel="nofollow noopener" target="_blank">#healthcare</a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#ArtificialIntelligence</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> <a href="https://mastodon.social/tags/aifutures" class="mention hashtag" rel="nofollow noopener" target="_blank">#aifutures</a> <a href="https://mastodon.social/tags/LawFedi" class="mention hashtag" rel="nofollow noopener" target="_blank">#LawFedi</a> <a href="https://mastodon.social/tags/lawstodon" class="mention hashtag" rel="nofollow noopener" target="_blank">#lawstodon</a> <a href="https://mastodon.social/tags/tech" class="mention hashtag" rel="nofollow noopener" target="_blank">#tech</a> <a href="https://mastodon.social/tags/finance" class="mention hashtag" rel="nofollow noopener" target="_blank">#finance</a> <a href="https://mastodon.social/tags/business" class="mention hashtag" rel="nofollow noopener" target="_blank">#business</a> <a href="https://mastodon.social/tags/agustinvstartari" class="mention hashtag" rel="nofollow noopener" target="_blank">#agustinvstartari</a> <a href="https://mastodon.social/tags/medical" class="mention hashtag" rel="nofollow noopener" target="_blank">#medical</a> <a href="https://mastodon.social/tags/linguistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#linguistics</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/LRM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LRM</a> <a href="https://mastodon.social/tags/ClinicalAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#ClinicalAI</a> <a href="https://mastodon.social/tags/politics" class="mention hashtag" rel="nofollow noopener" target="_blank">#politics</a>

Agustin V. StartariNew article published: The Illusion of Objectivity: How Language Constructs Authority This study tracks how LLMs erase the subject from legal, medical, and policy texts. We call this structural delegation. 🔗 <a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5258415" rel="nofollow noopener" translate="no" target="_blank">https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5258415</a> <a href="https://mastodon.social/tags/MedicalNLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedicalNLP</a> <a href="https://mastodon.social/tags/LegalTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#LegalTech</a> <a href="https://mastodon.social/tags/MedTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedTech</a> <a href="https://mastodon.social/tags/AIethics" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIethics</a> <a href="https://mastodon.social/tags/AIgovernance" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIgovernance</a> <a href="https://mastodon.social/tags/healthcare" class="mention hashtag" rel="nofollow noopener" target="_blank">#healthcare</a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#ArtificialIntelligence</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> <a href="https://mastodon.social/tags/aifutures" class="mention hashtag" rel="nofollow noopener" target="_blank">#aifutures</a> <a href="https://mastodon.social/tags/LawFedi" class="mention hashtag" rel="nofollow noopener" target="_blank">#LawFedi</a> <a href="https://mastodon.social/tags/lawstodon" class="mention hashtag" rel="nofollow noopener" target="_blank">#lawstodon</a> <a href="https://mastodon.social/tags/tech" class="mention hashtag" rel="nofollow noopener" target="_blank">#tech</a> <a href="https://mastodon.social/tags/finance" class="mention hashtag" rel="nofollow noopener" target="_blank">#finance</a> <a href="https://mastodon.social/tags/business" class="mention hashtag" rel="nofollow noopener" target="_blank">#business</a> <a href="https://mastodon.social/tags/agustinvstartari" class="mention hashtag" rel="nofollow noopener" target="_blank">#agustinvstartari</a> <a href="https://mastodon.social/tags/medical" class="mention hashtag" rel="nofollow noopener" target="_blank">#medical</a> <a href="https://mastodon.social/tags/linguistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#linguistics</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/LRM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LRM</a> <a href="https://mastodon.social/tags/ClinicalAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#ClinicalAI</a> <a href="https://mastodon.social/tags/politics" class="mention hashtag" rel="nofollow noopener" target="_blank">#politics</a>

Andreas Wagner[LangExtract](<a href="https://developers.googleblog.com/en/introducing-langextract-a-gemini-powered-information-extraction-library/" rel="nofollow noopener" translate="no" target="_blank">https://developers.googleblog.com/en/introducing-langextract-a-gemini-powered-information-extraction-library/</a>) has got me curious, but I don't get what makes it different from a [spacy-llm/prodigy](<a href="https://prodi.gy/docs/large-language-models" rel="nofollow noopener" translate="no" target="_blank">https://prodi.gy/docs/large-language-models</a>) setup. Is it just that I am spared the effort of chunking long input and/or constructing output JSON from entities and offsets by writing the corresponding python code myself?...Ah, one more difference is that langextract is <a href="https://hcommons.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenSource</a> whereas prodigy is not (?). (On the other hand, prodigy has a better integration with a correction+training workflow.)<a href="https://hcommons.social/tags/llm" class="mention hashtag" rel="nofollow noopener" target="_blank">#llm</a> <a href="https://hcommons.social/tags/google" class="mention hashtag" rel="nofollow noopener" target="_blank">#google</a> <a href="https://hcommons.social/tags/langextract" class="mention hashtag" rel="nofollow noopener" target="_blank">#langextract</a> <a href="https://hcommons.social/tags/nlp" class="mention hashtag" rel="nofollow noopener" target="_blank">#nlp</a> <a href="https://hcommons.social/tags/spacy" class="mention hashtag" rel="nofollow noopener" target="_blank">#spacy</a> <a href="https://hcommons.social/tags/prodigy" class="mention hashtag" rel="nofollow noopener" target="_blank">#prodigy</a> <a href="https://hcommons.social/tags/ner" class="mention hashtag" rel="nofollow noopener" target="_blank">#ner</a>

WebHeads UnitedWhat's the architecture of an authoritative AI persona? It's not about being bossy, but building expertise, trustworthiness, and confidence. This article explores how to craft that voice, from psychological principles to the nuts and bolts of NLP models. A fascinating look at the future of AI.<a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#AI</a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#ArtificialIntelligence</a> <a href="https://mastodon.social/tags/AIPersona" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIPersona</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#MachineLearning</a>Read more: <a href="https://webheadsunited.com/the-authoritative-tone-in-ai-personas/" rel="nofollow noopener" translate="no" target="_blank">https://webheadsunited.com/the-authoritative-tone-in-ai-personas/</a>

Agustin V. StartariPredictive Testimony explores how compiled syntax in AI-generated police reports and judicial narratives redefines testimony as a syntactic construct, not observation. Key reading for <a href="https://mastodon.social/tags/MedicalNLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedicalNLP</a> and <a href="https://mastodon.social/tags/LegalTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#LegalTech</a>. <a href="https://zenodo.org/records/16695136" rel="nofollow noopener" translate="no" target="_blank">https://zenodo.org/records/16695136</a><a href="https://mastodon.social/tags/MedicalNLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedicalNLP</a> <a href="https://mastodon.social/tags/LegalTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#LegalTech</a> <a href="https://mastodon.social/tags/MedTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedTech</a> <a href="https://mastodon.social/tags/AIethics" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIethics</a> <a href="https://mastodon.social/tags/AIgovernance" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIgovernance</a> <a href="https://mastodon.social/tags/healthcare" class="mention hashtag" rel="nofollow noopener" target="_blank">#healthcare</a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#ArtificialIntelligence</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> <a href="https://mastodon.social/tags/aifutures" class="mention hashtag" rel="nofollow noopener" target="_blank">#aifutures</a> <a href="https://mastodon.social/tags/LawFedi" class="mention hashtag" rel="nofollow noopener" target="_blank">#LawFedi</a> <a href="https://mastodon.social/tags/lawstodon" class="mention hashtag" rel="nofollow noopener" target="_blank">#lawstodon</a> <a href="https://mastodon.social/tags/tech" class="mention hashtag" rel="nofollow noopener" target="_blank">#tech</a> <a href="https://mastodon.social/tags/finance" class="mention hashtag" rel="nofollow noopener" target="_blank">#finance</a> <a href="https://mastodon.social/tags/business" class="mention hashtag" rel="nofollow noopener" target="_blank">#business</a> <a href="https://mastodon.social/tags/agustinvstartari" class="mention hashtag" rel="nofollow noopener" target="_blank">#agustinvstartari</a> <a href="https://mastodon.social/tags/medical" class="mention hashtag" rel="nofollow noopener" target="_blank">#medical</a> <a href="https://mastodon.social/tags/linguistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#linguistics</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/LRM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LRM</a> <a href="https://mastodon.social/tags/ClinicalAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#ClinicalAI</a> <a href="https://mastodon.social/tags/politics" class="mention hashtag" rel="nofollow noopener" target="_blank">#politics</a>

Agustin V. StartariNew article published: Syntax Without Subject What happens when AI writes rules but removes the speaker? This study tracks how LLMs erase the subject from legal, medical, and policy texts. We call this structural delegation. 🔗 <a href="https://zenodo.org/records/16571077" rel="nofollow noopener" translate="no" target="_blank">https://zenodo.org/records/16571077</a> <a href="https://mastodon.social/tags/MedicalNLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedicalNLP</a> <a href="https://mastodon.social/tags/LegalTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#LegalTech</a> <a href="https://mastodon.social/tags/MedTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedTech</a> <a href="https://mastodon.social/tags/AIethics" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIethics</a> <a href="https://mastodon.social/tags/AIgovernance" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIgovernance</a> <a href="https://mastodon.social/tags/healthcare" class="mention hashtag" rel="nofollow noopener" target="_blank">#healthcare</a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#ArtificialIntelligence</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> <a href="https://mastodon.social/tags/aifutures" class="mention hashtag" rel="nofollow noopener" target="_blank">#aifutures</a> <a href="https://mastodon.social/tags/LawFedi" class="mention hashtag" rel="nofollow noopener" target="_blank">#LawFedi</a> <a href="https://mastodon.social/tags/lawstodon" class="mention hashtag" rel="nofollow noopener" target="_blank">#lawstodon</a> <a href="https://mastodon.social/tags/tech" class="mention hashtag" rel="nofollow noopener" target="_blank">#tech</a> <a href="https://mastodon.social/tags/finance" class="mention hashtag" rel="nofollow noopener" target="_blank">#finance</a> <a href="https://mastodon.social/tags/business" class="mention hashtag" rel="nofollow noopener" target="_blank">#business</a> <a href="https://mastodon.social/tags/agustinvstartari" class="mention hashtag" rel="nofollow noopener" target="_blank">#agustinvstartari</a> <a href="https://mastodon.social/tags/medical" class="mention hashtag" rel="nofollow noopener" target="_blank">#medical</a> <a href="https://mastodon.social/tags/linguistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#linguistics</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/LRM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LRM</a> <a href="https://mastodon.social/tags/ClinicalAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#ClinicalAI</a> <a href="https://mastodon.social/tags/politics" class="mention hashtag" rel="nofollow noopener" target="_blank">#politics</a>

dhanrajleela<a href="https://technologiesinternetz.blogspot.com/2025/07/how-artificial-intelligence-is.html" rel="nofollow noopener" translate="no" target="_blank">https://technologiesinternetz.blogspot.com/2025/07/how-artificial-intelligence-is.html</a>How Artificial Intelligence Is Reshaping Google Search<a href="https://mastodon.social/tags/Google" class="mention hashtag" rel="nofollow noopener" target="_blank">#Google</a> <a href="https://mastodon.social/tags/search" class="mention hashtag" rel="nofollow noopener" target="_blank">#search</a> <a href="https://mastodon.social/tags/artificialintelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#artificialintelligence</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/naturallanguageprocessing" class="mention hashtag" rel="nofollow noopener" target="_blank">#naturallanguageprocessing</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a>

Do I need to verify my PayPalBuy Verified Wise Accounts <a href="https://getpvapro.com/product/buy-verified-wise-accounts/" rel="nofollow noopener" translate="no" target="_blank">https://getpvapro.com/product/buy-verified-wise-accounts/</a> If you want more information contact now. 24 Hours Reply/Contact ➤ Telegram: @Getpvapro ➤ WhatsApp: +‪1 (201) 936-5345 ➤ Email: getpvapro@gmail.com <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#MachineLearning</a> <a href="https://mastodon.social/tags/Github" class="mention hashtag" rel="nofollow noopener" target="_blank">#Github</a> <a href="https://mastodon.social/tags/CodeNewbie" class="mention hashtag" rel="nofollow noopener" target="_blank">#CodeNewbie</a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#ArtificialIntelligence</a> <a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#AI</a> <a href="https://mastodon.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataScience</a> <a href="https://mastodon.social/tags/BigData" class="mention hashtag" rel="nofollow noopener" target="_blank">#BigData</a> <a href="https://mastodon.social/tags/100DaysOfCode" class="mention hashtag" rel="nofollow noopener" target="_blank">#100DaysOfCode</a> <a href="https://mastodon.social/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> <a href="https://mastodon.social/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#DeepLearning</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> <a href="https://mastodon.social/tags/Robots" class="mention hashtag" rel="nofollow noopener" target="_blank">#Robots</a>

Nicolas MOUARTThis is a Ficaria verna (formerly Ranunculus ficaria L.), or lesser celandine or pilewort (as per Wikipedia and other sites).I have tested gemma 3 4b-it-q4_0 multimodal vision model for a while: it is not accurate, and can't be trusted. For instance, it thinks it is a Ranunculus acris (it isn't). It's really hit and miss with this model. I guess it could still be useful to provide some clues or vocabulary.<a href="https://mastodon.social/tags/taximony" class="mention hashtag" rel="nofollow noopener" target="_blank">#taximony</a> <a href="https://mastodon.social/tags/localLLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#localLLM</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> <a href="https://mastodon.social/tags/multimodal" class="mention hashtag" rel="nofollow noopener" target="_blank">#multimodal</a> <a href="https://mastodon.social/tags/flower" class="mention hashtag" rel="nofollow noopener" target="_blank">#flower</a> <a href="https://mastodon.social/tags/privacy" class="mention hashtag" rel="nofollow noopener" target="_blank">#privacy</a> <a href="https://mastodon.social/tags/review" class="mention hashtag" rel="nofollow noopener" target="_blank">#review</a> <a href="https://mastodon.social/tags/English" class="mention hashtag" rel="nofollow noopener" target="_blank">#English</a> <a href="https://mastodon.social/tags/photography" class="mention hashtag" rel="nofollow noopener" target="_blank">#photography</a>

Agustin V. StartariNew published article: Syntax Without Subject: Structural Delegation and the Disappearance of Political Agency in LLM-Governed Contexts <a href="https://zenodo.org/records/16571077" rel="nofollow noopener" translate="no" target="_blank">https://zenodo.org/records/16571077</a>This study introduces the concept of structural delegation to explain how large language models produce legally <a href="https://mastodon.social/tags/MedicalNLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedicalNLP</a> <a href="https://mastodon.social/tags/LegalTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#LegalTech</a> <a href="https://mastodon.social/tags/MedTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedTech</a> <a href="https://mastodon.social/tags/AIethics" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIethics</a> <a href="https://mastodon.social/tags/AIgovernance" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIgovernance</a> <a href="https://mastodon.social/tags/healthcare" class="mention hashtag" rel="nofollow noopener" target="_blank">#healthcare</a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#ArtificialIntelligence</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> <a href="https://mastodon.social/tags/aifutures" class="mention hashtag" rel="nofollow noopener" target="_blank">#aifutures</a> <a href="https://mastodon.social/tags/LawFedi" class="mention hashtag" rel="nofollow noopener" target="_blank">#LawFedi</a> <a href="https://mastodon.social/tags/lawstodon" class="mention hashtag" rel="nofollow noopener" target="_blank">#lawstodon</a> <a href="https://mastodon.social/tags/tech" class="mention hashtag" rel="nofollow noopener" target="_blank">#tech</a> <a href="https://mastodon.social/tags/finance" class="mention hashtag" rel="nofollow noopener" target="_blank">#finance</a> <a href="https://mastodon.social/tags/business" class="mention hashtag" rel="nofollow noopener" target="_blank">#business</a> <a href="https://mastodon.social/tags/agustinvstartari" class="mention hashtag" rel="nofollow noopener" target="_blank">#agustinvstartari</a> <a href="https://mastodon.social/tags/medical" class="mention hashtag" rel="nofollow noopener" target="_blank">#medical</a> <a href="https://mastodon.social/tags/linguistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#linguistics</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/LRM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LRM</a> <a href="https://mastodon.social/tags/ClinicalAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#ClinicalAI</a> <a href="https://mastodon.social/tags/politics" class="mention hashtag" rel="nofollow noopener" target="_blank">#politics</a>

Agustin V. Startari📄 New article: Sovereign Syntax in Financial Disclosure How LLMs simulate trust using grammar, not facts. 🔍 SDRI = a syntactic risk index for crypto whitepapers. Audit language structure, not just claims. 🔗 <a href="https://zenodo.org/records/16421548" rel="nofollow noopener" translate="no" target="_blank">https://zenodo.org/records/16421548</a>| <a href="https://papers.ssrn.com/abstract=5366241" rel="nofollow noopener" translate="no" target="_blank">https://papers.ssrn.com/abstract=5366241</a><a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LLM</a> <a href="https://mastodon.social/tags/MedicalNLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedicalNLP</a> <a href="https://mastodon.social/tags/LegalTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#LegalTech</a> <a href="https://mastodon.social/tags/MedTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedTech</a> <a href="https://mastodon.social/tags/AIethics" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIethics</a> <a href="https://mastodon.social/tags/AIgovernance" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIgovernance</a> <a href="https://mastodon.social/tags/cryptoreg" class="mention hashtag" rel="nofollow noopener" target="_blank">#cryptoreg</a> <a href="https://mastodon.social/tags/healthcare" class="mention hashtag" rel="nofollow noopener" target="_blank">#healthcare</a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#ArtificialIntelligence</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> <a href="https://mastodon.social/tags/aifutures" class="mention hashtag" rel="nofollow noopener" target="_blank">#aifutures</a> <a href="https://mastodon.social/tags/LawFedi" class="mention hashtag" rel="nofollow noopener" target="_blank">#LawFedi</a> <a href="https://mastodon.social/tags/lawstodon" class="mention hashtag" rel="nofollow noopener" target="_blank">#lawstodon</a> <a href="https://mastodon.social/tags/tech" class="mention hashtag" rel="nofollow noopener" target="_blank">#tech</a> <a href="https://mastodon.social/tags/finance" class="mention hashtag" rel="nofollow noopener" target="_blank">#finance</a> <a href="https://mastodon.social/tags/business" class="mention hashtag" rel="nofollow noopener" target="_blank">#business</a> <a href="https://mastodon.social/tags/agustinvstartari" class="mention hashtag" rel="nofollow noopener" target="_blank">#agustinvstartari</a> <a href="https://mastodon.social/tags/medical" class="mention hashtag" rel="nofollow noopener" target="_blank">#medical</a> <a href="https://mastodon.social/tags/linguistics" class="mention hashtag" rel="nofollow noopener" target="_blank">#linguistics</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/LRM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LRM</a> <a href="https://mastodon.social/tags/ClinicalAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#ClinicalAI</a> <a href="https://mastodon.social/tags/politics" class="mention hashtag" rel="nofollow noopener" target="_blank">#politics</a>

Agustin V. StartariNew paper out: Sovereign Syntax in Financial Disclosure 💬 LLMs simulate legitimacy via grammar. 📊 SDRI = structural index to detect risk in crypto texts.🔗 <a href="https://zenodo.org/records/16421548" rel="nofollow noopener" translate="no" target="_blank">https://zenodo.org/records/16421548</a> 🔗 <a href="https://papers.ssrn.com/abstract=5366241" rel="nofollow noopener" translate="no" target="_blank">https://papers.ssrn.com/abstract=5366241</a> <a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LLM</a> <a href="https://mastodon.social/tags/AIethics" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIethics</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/finance" class="mention hashtag" rel="nofollow noopener" target="_blank">#finance</a> <a href="https://mastodon.social/tags/agustinvstartari" class="mention hashtag" rel="nofollow noopener" target="_blank">#agustinvstartari</a> <a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LLM</a> <a href="https://mastodon.social/tags/MedicalNLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedicalNLP</a> <a href="https://mastodon.social/tags/LegalTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#LegalTech</a> <a href="https://mastodon.social/tags/MedTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#MedTech</a> <a href="https://mastodon.social/tags/AIethics" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIethics</a> <a href="https://mastodon.social/tags/AIgovernance" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIgovernance</a> <a href="https://mastodon.social/tags/cryptoreg" class="mention hashtag" rel="nofollow noopener" target="_blank">#cryptoreg</a> <a href="https://mastodon.social/tags/healthcare" class="mention hashtag" rel="nofollow noopener" target="_blank">#healthcare</a> <a href="https://mastodon.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#ArtificialIntelligence</a> <a href="https://mastodon.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> <a href="https://mastodon.social/tags/aifutures" class="mention hashtag" rel="nofollow noopener" target="_blank">#aifutures</a> <a href="https://mastodon.social/tags/LawFedi" class="mention hashtag" rel="nofollow noopener" target="_blank">#LawFedi</a> <a href="https://mastodon.social/tags/lawstodon" class="mention hashtag" rel="nofollow noopener" target="_blank">#lawstodon</a> <a href="https://mastodon.social/tags/tech" class="mention hashtag" rel="nofollow noopener" target="_blank">#tech</a> <a href="https://mastodon.social/tags/finance" class="mention hashtag" rel="nofollow noopener" target="_blank">#finance</a> <a href="https://mastodon.social/tags/business" class="mention hashtag" rel="nofollow noopener" target="_blank">#business</a> <a href="https://mastodon.social/tags/agustinvstartari" class="mention hashtag" rel="nofollow noopener" target="_blank">#agustinvstartari</a> <a href="https://mastodon.social/tags/medical" class="mention hashtag" rel="nofollow noopener" target="_blank">#medical</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/LRM" class="mention hashtag" rel="nofollow noopener" target="_blank">#LRM</a> <a href="https://mastodon.social/tags/ClinicalAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#ClinicalAI</a> <a href="https://mastodon.social/tags/politics" class="mention hashtag" rel="nofollow noopener" target="_blank">#politics</a> <a href="https://mastodon.social/tags/regulation" class="mention hashtag" rel="nofollow noopener" target="_blank">#regulation</a>

UKP Lab🤔 What is <a href="https://sigmoid.social/tags/NLP" class="mention hashtag" rel="nofollow noopener" target="_blank">#NLP</a> research 𝘳𝘦𝘢𝘭𝘭𝘺 about? We analyzed 29k+ papers to find out! 📚🔍📌 Our NLPContributions dataset, from the ACL Anthology, reveals what authors actually contribute—artifacts, insights, and more.📈 Trends show a swing back towards language & society. Curious where you fit in?🎁 Tools, data, and analysis await you:📄 Paper: <a href="https://arxiv.org/abs/2409.19505" rel="nofollow noopener" translate="no" target="_blank">https://arxiv.org/abs/2409.19505</a> 🌐Project: <a href="https://ukplab.github.io/acl25-nlp-contributions/" rel="nofollow noopener" translate="no" target="_blank">https://ukplab.github.io/acl25-nlp-contributions/</a> 💻 Code: <a href="https://github.com/UKPLab/acl25-nlp-contributions" rel="nofollow noopener" translate="no" target="_blank">https://github.com/UKPLab/acl25-nlp-contributions</a> 💾 Data: <a href="https://tudatalib.ulb.tu-darmstadt.de/handle/tudatalib/4678" rel="nofollow noopener" translate="no" target="_blank">https://tudatalib.ulb.tu-darmstadt.de/handle/tudatalib/4678</a>(1/🧵)

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