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Self-Correction Bench: Revealing and Addressing LLM Self-Correction Blind Spot

https://arxiv.org/abs/2507.02778
1•yubblegum•2h ago

Comments

yubblegum•2h ago
Note: Actual title is Self-Correction Bench: Revealing and Addressing the Self-Correction Blind Spot in LLMs, Ken Tsui, 2025.

Quite an interesting result. Per my chats with one of the online models, this magic token "wait" is generally applicable across all models.

learningmore•1h ago
“We uncover a systematic failure: LLMs cannot correct errors in their own outputs while successfully correcting identical errors from external sources - a limitation we term the Self-Correction Blind Spot.”

Balkan endemic nephropathy: on the trail of a mystery disease in the Balkans

https://www.newyorker.com/magazine/2013/08/12/poisoned-land
1•nxobject•1m ago•0 comments

Almost 55,000 children in Gaza acutely malnourished, Lancet study estimates

https://www.theguardian.com/world/2025/oct/08/almost-55000-children-in-gaza-acutely-malnourished-...
1•NomDePlum•2m ago•0 comments

Asahi forced to take orders by fax as Japan races to avoid beer shortage

https://www.independent.co.uk/asia/japan/asahi-japan-beer-shortage-b2840788.html
1•thunderbong•3m ago•0 comments

Efficient and accurate search in petabase-scale sequence repositories

https://www.nature.com/articles/s41586-025-09603-w
1•ray__•7m ago•0 comments

Breakdown at the Racetrack

https://thelocal.to/breakdown-at-the-racetrack/
1•gmays•9m ago•0 comments

Should Cursor be taught in college?

https://ben.page/cursor-college
1•jer0me•15m ago•0 comments

Oral History of Ken Thompson [video]

https://www.youtube.com/watch?v=OmVHkL0IWk4
1•alphazard•16m ago•0 comments

Floating Electrons on a Sea of Helium

https://arstechnica.com/science/2025/10/new-qubit-tech-traps-single-electrons-on-liquid-helium/
1•jonbaer•22m ago•0 comments

ChatGPT art is part of the evidence in Palisades arson case

https://abc7.com/post/department-justice-hold-news-conference-palisades-fire-investigation/17963467/
1•stretchwithme•23m ago•1 comments

Let use decide what to watch while eating

https://matchbase.co.in/
1•pushkar_aditya•24m ago•1 comments

OpenAI's Windows Play

https://stratechery.com/2025/openais-windows-play/
1•jonbaer•27m ago•0 comments

Show HN: Popomo – Program Your Puppets Alive Tell Stories. Not Keyframes

https://www.popomo.video/
1•soasme•28m ago•0 comments

LLMc: Beating All Compression with LLMs

https://syfi.cs.washington.edu/blog/2025-10-03-llmc-compression/
2•matt_d•28m ago•0 comments

Show HN: ToolKami CLI – Simple Agents Made Easy (Extending Shopify Tobi's Try)

https://github.com/aperoc/toolkami
2•SafeDusk•39m ago•1 comments

The lawyer who freed Young Thug, modeled for show, had Drake song, repped Diddy

https://www.newyorker.com/magazine/2025/05/05/a-lawyer-freed-young-thug-now-hes-defending-diddy
1•IG_Semmelweiss•39m ago•0 comments

Complexity – Perplexity with Custom Plugins and Themes. Chrome and FF Extension

https://github.com/pnd280/complexity
2•mickelsen•46m ago•0 comments

California Governor signs data privacy bills to protect tech users

https://www.gov.ca.gov/2025/10/08/governor-newsom-signs-data-privacy-bills-to-protect-tech-users/
3•datadrivenangel•46m ago•1 comments

First Brands' Go-To Bank Jefferies Opens Books as Fallout Builds

https://www.bloomberg.com/news/articles/2025-10-09/first-brands-go-to-bank-jefferies-opens-books-...
2•zerosizedweasle•47m ago•1 comments

Show HN: Google Chrome plugin "Hacker News Summarizer"

https://chromewebstore.google.com/detail/hacker-news-summarizer/cjiidkpdlpmddmiofidaddolcgokoohm
2•khaulafatima•49m ago•0 comments

Show HN: Kooder – AI Software Engineer for Full-Stack Development

https://kooder.dev
6•ahmedatef61•55m ago•0 comments

Show HN: Fuzzypass

https://lockeidentity.com/blog/fuzzypass-hacking-your-brain-to-remember-100-bits-of-entropy/
2•connorpeters•58m ago•0 comments

California enacts law enabling people to universally opt out of data sharing

https://therecord.media/california-signs-law-opt-out-browsers
70•thm•1h ago•11 comments

Issues of logic, algebra, and topology in ontology (2008) [pdf]

https://sjvickers.github.io/Ontology.pdf
2•measurablefunc•1h ago•0 comments

Pink Yellow – Digital Fireworks

https://pinkyellow.com
3•sans_souse•1h ago•0 comments

Free WordArt Generator – Create 90s Text Effects Online

https://www.makewordart.com
1•surprisetalk•1h ago•1 comments

Video projectors used to be ridiculously cool

https://www.youtube.com/watch?v=ms8uu0zeU88
2•surprisetalk•1h ago•0 comments

The Original Sin of Computing that no one can fix [video]

https://www.youtube.com/watch?v=Fu3laL5VYdM
4•surprisetalk•1h ago•0 comments

Ask HN: Why OneNote is taking all free storage?

2•shell_fish•1h ago•0 comments

Recharts – A composable charting library built on React components

https://recharts.org/
2•gjvc•1h ago•0 comments

Mathematical discovery in the age of artificial intelligence [pdf]

https://uva.theopenscholar.com/files/ken-ono/files/documents/naturephysics.pdf
2•gmays•1h ago•0 comments