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Ask HN: How do we benchmark data extraction, analysis and subsequent enrichment

1•srijansriv•2h ago
I have been working on this system that essentially has to extract data from a bunch or structured and unstructured sources, analyse relevance and correctness of the data (im sorry this part is vague) and using the data obtained to fill forms and create write-ups. i do not want to mindlessly use any llm. i want to improve with proof for each of those (broadly, 3) steps. how do we do that? if there are any benchmarks for all these, what systems are leading these benchmarks?

The Second Great Error Model Convergence

https://matklad.github.io/2025/12/29/second-error-model-convergence.html
1•kartikarti•2m ago•0 comments

Hyaluronic Acid in Topical Applications: Hero Molecule in the Cosmetics Industry

https://www.mdpi.com/2218-273X/15/12/1656
1•PaulHoule•4m ago•0 comments

Robots Are Hard – Revisiting the original Roomba and its simple architecture

https://robotsinplainenglish.com/e/2025-12-27-roomba.html
1•ArmageddonIt•6m ago•0 comments

Capital in the 22nd Century

https://philiptrammell.substack.com/p/capital-in-the-22nd-century
1•jger15•8m ago•0 comments

Will Skyrocketing Silver Prices Make Photo Film More Expensive?

https://petapixel.com/2025/12/29/will-skyrocketing-silver-prices-make-photo-film-even-more-expens...
1•geox•8m ago•0 comments

Show HN: J_PyDB – tiny encrypted file-based Python DB

https://github.com/NovaDev404/J_PyDB
1•SuperGamer474•14m ago•0 comments

Stranger Things Creator Says Turn Off "Garbage" Settings

https://screenrant.com/stranger-things-creator-turn-off-settings-premiere/
2•1970-01-01•15m ago•0 comments

Bye Bye Big Tech: How I Migrated to an Almost All-EU Stack (and Saved 500€/Year)

https://www.zeitgeistofbytes.com/p/bye-bye-big-tech-how-i-migrated-to
1•alexcos•15m ago•0 comments

Yae – Powerful yet Minimal Nix Dependency Manager

https://github.com/Fuwn/yae
1•MrJulia•18m ago•0 comments

Show HN: Notion-like private Markdown pages on Nostr

https://pages.formstr.app
1•abhsag24•21m ago•0 comments

A Timelapse of Satellite Launches: 1957–2025 [video]

https://www.youtube.com/watch?v=qJ7O2gigebQ
2•animal_spirits•26m ago•0 comments

Manus Acquired by Meta

https://twitter.com/ManusAI/status/2005766053813707003
2•obiefernandez•32m ago•1 comments

With the rise of AI, web crawlers are suddenly controversial

https://www.theverge.com/24067997/robots-txt-ai-text-file-web-crawlers-spiders
2•thunderbong•35m ago•0 comments

Ask HN: How do you manage kids' accounts?

4•xfax•35m ago•1 comments

Parsing Advances

https://matklad.github.io/2025/12/28/parsing-advances.html
9•birdculture•36m ago•0 comments

Art, Money, and AI

https://hughhowey.com/art-money-and-ai/
2•herbertl•37m ago•1 comments

Good technology blogs: a reading list for the holidays

https://clickhouse.com/blog/tech-blogs
2•samaysharma•38m ago•0 comments

SoftBank to buy data center investor DigitalBridge for $4B

https://www.datacenterdynamics.com/en/news/softbank-to-buy-data-center-investor-digitalbridge-for...
1•Gelob•38m ago•1 comments

Show HN: SafeVibe, a collaborative database to fix security gaps in vibe coding

https://safevibee.vercel.app/
1•tomdesantis•39m ago•0 comments

Lesson Learned: The Silent Danger of Hydration Fallbacks

https://mohammedeabdelaziz.github.io/articles/lesson-learned-form-security
1•mohammede•40m ago•0 comments

Show HN: A privacy-first bulk image compressor and HEIC converter in the browser

https://zip.easynote.cc/
1•h2bomb•45m ago•2 comments

Corroded: Rust that's so unsafe it should be illegal

https://github.com/buyukakyuz/corroded
5•corrode2711•45m ago•0 comments

Brew by Weight? Brew by AI

https://archestra.ai/blog/brew-by-ai
1•pimeys•46m ago•1 comments

Show HN: Incident management for Slack with AI-generated postmortems

https://www.incidentops.io/
1•soyzamudio•48m ago•0 comments

Daniel Jackson: Why concepts aren't objects

https://essenceofsoftware.com/posts/concepts-and-oop/
2•vinipolicena•52m ago•0 comments

50,000 drums of radioactive wastes were dumped near the Farallones, 1946 to 1970

https://pubs.usgs.gov/fs/farallones/
5•greesil•53m ago•1 comments

"Simple Made Easy" – Rich Hickey (2011) [video]

https://www.youtube.com/watch?v=SxdOUGdseq4
4•petermcneeley•55m ago•1 comments

The state is making a list of transgender Texans, using driver licenses to help

https://www.houstonpublicmedia.org/articles/lgbtq/2025/12/15/538666/texas-trans-transgender-drive...
15•heavyset_go•55m ago•0 comments

Publite: Minimal, self-hostable blogging platform

http://blog-green-mountain-1517.fly.dev/home
2•lente•56m ago•0 comments

Can Apple's AirPod Translation Get You Through Tokyo? We Tested It

https://www.nytimes.com/2025/12/26/travel/airpods-live-translation-japan.html
1•bookofjoe•57m ago•1 comments