YouTube video by Dialogue Works Highlights

## Dataset: 65% of 4,893 Indic-language datasets declare no license — full compliance matrix I scanned every Indic-language dataset on the Hub (hindi, tamil, bengali, telugu, marathi, malayalam, kannada, urdu, +9 more) and published the full results. ### Headline numbers (scan date: 2026-08-01) * **3,185 of 4,893 datasets (65.1%) declare no license tag** * **46.1% of all downloads** hit no-license repos — including ai4bharat/IndicCorpV2 (2,888 downloads) and cfilt/iitb-english-hindi (1,003 downloads) * **154 datasets are CC-BY-NC** — a silent trap for commercial training (e.g. ai4bharat/IndicParaphrase, 4,611 downloads) * **139 datasets carry ambiguous tags** (other, cc, unknown) ### The data Full matrix with risk buckets + guidance for every repo (CSV + Parquet, CC0): hardik90/indic-dataset-license-matrix Also in that repo: a sample audit report with a deep-dive on 3 flagship corpora, plus an FAQ covering commercial use, CC-BY-NC, and how to verify any dataset’s license. ### Why it matters Under the EU AI Act GPAI documentation duties and standard enterprise procurement policies, a missing license tag effectively disqualifies a dataset from commercial pipelines — regardless of the author’s original intent. **If you train or ship on Indic data** , filter the matrix by risk_bucket and build your watchlist before your next fine-tune. **Maintainers** : I’d love to see your license tags + provenance notes — the matrix is refreshed monthly, and I’m happy to help draft the card text. _The matrix is factual, API-derived metadata released under CC0. Not legal advice — verify anything you rely on._

## Dataset: 65% of 4,893 Indic-language datasets declare no license — full compliance matrix I scanned every Indic-language dataset on the Hub (hindi, tamil, bengali, telugu, marathi, malayalam, kannada, urdu, +9 more) and published the full results. ### Headline numbers (scan date: 2026-08-01) * **3,185 of 4,893 datasets (65.1%) declare no license tag** * **46.1% of all downloads** hit no-license repos — including ai4bharat/IndicCorpV2 (2,888 downloads) and cfilt/iitb-english-hindi (1,003 downloads) * **154 datasets are CC-BY-NC** — a silent trap for commercial training (e.g. ai4bharat/IndicParaphrase, 4,611 downloads) * **139 datasets carry ambiguous tags** (other, cc, unknown) ### The data Full matrix with risk buckets + guidance for every repo (CSV + Parquet, CC0): hardik90/indic-dataset-license-matrix Also in that repo: a sample audit report with a deep-dive on 3 flagship corpora, plus an FAQ covering commercial use, CC-BY-NC, and how to verify any dataset’s license. ### Why it matters Under the EU AI Act GPAI documentation duties and standard enterprise procurement policies, a missing license tag effectively disqualifies a dataset from commercial pipelines — regardless of the author’s original intent. **If you train or ship on Indic data** , filter the matrix by risk_bucket and build your watchlist before your next fine-tune. **Maintainers** : I’d love to see your license tags + provenance notes — the matrix is refreshed monthly, and I’m happy to help draft the card text. _The matrix is factual, API-derived metadata released under CC0. Not legal advice — verify anything you rely on._

## Dataset: 65% of 4,893 Indic-language datasets declare no license — full compliance matrix I scanned every Indic-language dataset on the Hub (hindi, tamil, bengali, telugu, marathi, malayalam, kannada, urdu, +9 more) and published the full results. ### Headline numbers (scan date: 2026-08-01) * **3,185 of 4,893 datasets (65.1%) declare no license tag** * **46.1% of all downloads** hit no-license repos — including ai4bharat/IndicCorpV2 (2,888 downloads) and cfilt/iitb-english-hindi (1,003 downloads) * **154 datasets are CC-BY-NC** — a silent trap for commercial training (e.g. ai4bharat/IndicParaphrase, 4,611 downloads) * **139 datasets carry ambiguous tags** (other, cc, unknown) ### The data Full matrix with risk buckets + guidance for every repo (CSV + Parquet, CC0): hardik90/indic-dataset-license-matrix Also in that repo: a sample audit report with a deep-dive on 3 flagship corpora, plus an FAQ covering commercial use, CC-BY-NC, and how to verify any dataset’s license. ### Why it matters Under the EU AI Act GPAI documentation duties and standard enterprise procurement policies, a missing license tag effectively disqualifies a dataset from commercial pipelines — regardless of the author’s original intent. **If you train or ship on Indic data** , filter the matrix by risk_bucket and build your watchlist before your next fine-tune. **Maintainers** : I’d love to see your license tags + provenance notes — the matrix is refreshed monthly, and I’m happy to help draft the card text. _The matrix is factual, API-derived metadata released under CC0. Not legal advice — verify anything you rely on._

This is all from Shruti: Aryamman Bhatia is part of the team building HackerFab IITB, an open-source student-built chip microfabrication lab. He received his grant to build what he hopes will become the world’s cheapest fabrication tools and to inspire bottom-up contributions to India’s Semiconductor Mission. Yashi Garg, 17, received her grant for Neurosole, a […]

YouTube video by Forbes Breaking News

YouTube video by Forbes Breaking News

IIT ବାବାଙ୍କ କଳା ରହସ୍ୟ | IIT Baba Scandal | High-Paid Engineer Turned Godman Arrested | Asala Katha A shocking controversy has surfaced around the self-styled "IIT Baba" Adikarta Narayan Das alias Abhishek Mishra. An IIT Roorkee graduate who reportedly left a lucrative corporate career to embrace spirituality is now facing serious allegations. Police action followed a complaint by a woman from Chhattisgarh, with investigators reportedly uncovering disturbing evidence from the godman's devices. #IITBaba #AbhishekMishra #GodmanScandal #BreakingNews #CrimeNews #IITRoorkee #ViralNews #IndiaNews #LatestUpdate #PoliceInvestigation #AsalaKatha #ManashDash #News18Odia #OdiaNews Welcome to News18 Odia, your go-to destination for the latest news and updates from across India and beyond. As one of Odishas premier news channels, we strive to keep you informed with live coverage and breaking news as it happens. News18 ଓଡ଼ିଆ ହେଉଛି ଓଡି଼ଶାର ଅଗ୍ରଣୀ ନ୍ୟୁଜ ଚ୍ୟାନେଲ ଭିତରୁ ଗୋଟିଏ । ଓଡି଼ଶାର ସବୁ ଗୁରୁତ୍ବପୂର୍ଣ୍ଣ ଖବର ଆପଣ ଏହି ଚ୍ୟାନେଲ ମାଧ୍ୟମରେ ପାଇପାରିବେ । Download our News18 Mobile App - https://onelink.to/desc-youtube Please visit our website https://bit.ly/2YaikeJ for the latest opinions and detailed news coverage. Follow us on Facebook: https://www.facebook.com/News18Odia Twitter: https://twitter.com/news18odia?lang=en Website: https://bit.ly/2YaikeJ Subscribe to our channel to get the latest news and updates https://tinyurl.com/y46bt2fm ID_OD_DA

Researchers have suggested that gravity could hide its quantum nature by freezing its motion, rendering traditional entanglement tests insufficient, and have proposed a new measurement tool to detect ...

Ciudad de México, marzo 2026. Panasonic Corporation, anunció que, bajo la supervisión de profesores del departamento de Ingeniería de Sistemas de Transporte del Instituto Indio de Tecnología de Bombay (IITB), ha verificado científicamente los efectos de su tecnología nanoe™ (radicales hidroxilo presentes en el agua) en los conductores y ha demostrado su potencial para mejorar la concentración al volante. Este es el primer estudio que realiza un análisis integrado de cómo la tecnología nanoe™ (radicales hidroxilo presentes en el agua) afecta la cognición, el juicio y la conducción en entornos de conducción donde se anticipan riesgos.

A scalable methodology to perform miniemulsion polymerizations is demonstrated for the polymerization of methyl methacrylate (MMA). Scalability of the miniemulsification was achieved by using a spinni...

パナソニックは12月15日、同社の「ナノイー（帯電微粒子水）」技術がドライバーに与える影響を科学的に検証するため、インド工科大学ボンベイ校（以下、IITB）交通システム研究室の教授監修のもと、運転者に対するナノイー（帯電微粒子水）技術の運転中の集中力向上効果を検証する試験を実施したことを明らかにした。