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TaxCalcBench: Evaluating Frontier Models on the Tax Calculation Task

https://arxiv.org/abs/2507.16126
23•handfuloflight•3h ago

Comments

ofrzeta•1h ago
"Calculating US personal income taxes is a task that requires building an understanding of vast amounts of English text and using that knowledge to carefully compute results. ... Our experiment shows that state-of-the-art models succeed in calculating less than a third of federal income tax returns even on this simplified sample set."

Unsurprisingly. Sometimes I feel like I am in a madhouse. Or in an alchemist's laboratory.

Show HN: AI Page Inspector – See what ChatGPT reads from your site

https://aiseotracker.com/page-inspector
1•illyism•5m ago•1 comments

MNT September 2025 Update

https://mntre.com/media/reform_md/2025-09-30-september-update.html
1•todsacerdoti•8m ago•0 comments

Are Carbon Offsets Fixable? – Annual Reviews

https://www.annualreviews.org/content/journals/10.1146/annurev-environ-112823-064813
1•janandonly•9m ago•0 comments

Show HN: Test JSDoc examples with any test runner, no more outdated doc

https://sacdenoeuds.github.io/generate-jsdoc-example-tests/2025-04-announcement.html
1•sacdenoeuds-dev•9m ago•0 comments

Former Intel CEO Pat Gelsinger: 'Of Course' We're in an AI Bubble

https://www.youtube.com/watch?v=BzKKMH2S06Y
1•doener•9m ago•0 comments

Steve Jobs and Cray-1 to be featured on 2026 American Innovations $1 coin

https://www.usmint.gov/news/press-releases/united-states-mint-releases-2026-american-innovation-o...
1•maguay•11m ago•0 comments

Rice weevil on a grain of rice wins 2025 Nikon Small World contest

https://arstechnica.com/science/2025/10/meet-the-2025-nikon-photomicrography-winners/
1•cmsefton•12m ago•0 comments

Who Owns AI Visibility?

https://www.aivojournal.org/who-owns-ai-visibility-institutionalizing-the-aivm-function-from-mart...
1•businessmate•22m ago•1 comments

Inside The Kill Zone

https://texty.org.ua/projects/116021/20-kilometers-of-the-gray-zone-the-front-line-has-become-blu...
1•colonCapitalDee•29m ago•0 comments

Paxos mistakenly mints $300T PYUSD on Ethereum, citing tech error

https://www.theblock.co/post/374870/paxos-mistakenly-mints-300-trillion
2•thm•30m ago•0 comments

With Firefox 144 release, all major browsers now support View Transitions API

https://www.firefox.com/en-US/firefox/144.0/releasenotes/
1•vidyesh•35m ago•0 comments

Billions in private cash is flooding into fusion power. Will it pay off?

https://theconversation.com/billions-in-private-cash-is-flooding-into-fusion-power-will-it-pay-of...
1•defrost•36m ago•0 comments

Upcoming Rust language features for kernel development

https://lwn.net/Articles/1039073/
2•pykello•37m ago•0 comments

San Francisco opposes 'authoritarian crackdown' as Trump threatens

https://www.theguardian.com/us-news/2025/oct/15/san-francisco-trump-national-guard-troops
1•mitchbob•38m ago•0 comments

QNX Resource Manager in Rust: Message Passing and Resource Managers

https://membarrier.wordpress.com/2025/09/28/qnx-resource-manager-in-rust-message-passing-and-reso...
1•Bogdanp•38m ago•0 comments

Agentic AI for Model-Based Engineering: How Dyad Ensures Correctness

https://juliahub.com/blog/agentic-ai-dyad
1•ChrisRackauckas•38m ago•0 comments

Ask HN: Anyone hiring remotely in Europe ?

2•PhysicalDevice•40m ago•0 comments

Ask HN: What's the product Coinbase is selling?

1•tzury•45m ago•1 comments

AI might be creating underclass, but makers of tech bubble are replaceable

https://www.theguardian.com/commentisfree/2025/oct/16/ai-creating-underclass-makers-tech-bubble-r...
1•nickcotter•46m ago•0 comments

LPR Maps – Community Map of License Plate Readers

https://lprmaps.com
1•duck•50m ago•0 comments

Artificial Pokemon Intelligence in the PokeAgent Challenge

https://pokeagent.github.io/
2•milkkarten•50m ago•0 comments

Limited Edition BttF Casio Calculator Watch

https://www.casio.com/uk/collaborations/backtothefuture/
1•outrun86•57m ago•0 comments

Chinese gang used ArcGIS as a backdoor for a year – and no one noticed

https://www.theregister.com/2025/10/14/chinese_hackers_arcgis_backdoor/
2•Brajeshwar•58m ago•0 comments

When You Get to Be Smart Writing a Macro

https://tonsky.me/blog/hashp/
3•borjs•59m ago•0 comments

Farming Hard Drives (2012)

https://www.backblaze.com/blog/backblaze_drive_farming/
1•floriangosse•59m ago•0 comments

Palestinian bodies returned by Israel show signs of torture and execution

https://www.theguardian.com/world/2025/oct/15/palestinian-bodies-returned-by-israel-show-signs-of...
3•NomDePlum•59m ago•0 comments

Path Cleared for Nix Package Manager on Fedora

https://www.phoronix.com/news/Fedora-Nix-Dir-Approved
2•Lunar5227•59m ago•2 comments

Opinion piece: On Zig (and the design choices within)

https://blueberrywren.dev/blog/on-zig/
3•borjs•1h ago•0 comments

New coding models and integrations

https://ollama.com/blog/coding-models
39•meetpateltech•1h ago•13 comments

I built an open-source, real-time MQTT viewer for UNS

https://github.com/slalaure/mqtt_uns_viewer
2•slalaure•1h ago•0 comments