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Rerank-2.5 and rerank-2.5-lite: instruction-following rerankers

https://blog.voyageai.com/2025/08/11/rerank-2-5/
31•fzliu•1d ago

Comments

skerit•1h ago
I read the introductory post but I still don't quite understand
daemonologist•1h ago
A re-ranker takes a query and a chunk of text and assigns them a relevance score according to how well the text answers the query. (Generally - in theory you could have some other metric of relevance.)

They're called "re"rankers specifically because they're usually downstream of a faster but less accurate relevance algorithm (some kind of full text search and/or vector similarity) in a search pipeline. Rerankers have to run from scratch on every query-document pair and are relatively computationally expensive, and so are practical to run only on a small number of documents.

An "instruction following" reranker basically just has a third input which is intended to be used kind of like a system prompt for an LLM - to provide additional context to all comparisons.

gnulinux•56m ago
Rerankers are used downstream from an embedding model. Embedding models are "coarse" so they give false positives for things that may not be as relevant as contender text. Re-ranker, ranks bunch of text based on a query in order to find the most relevant ones. You can then take them and feed them as context to some other query.
sroussey•11m ago
Not really sure why they have a HuggingFace presence.

https://huggingface.co/voyageai/rerank-2.5-lite

PYX: The next step in Python packaging

https://astral.sh/pyx
257•the_mitsuhiko•3h ago•115 comments

Nginx introduces native support for ACME protocol

https://blog.nginx.org/blog/native-support-for-acme-protocol
403•phickey•6h ago•151 comments

NIST Finalizes 'Lightweight Cryptography' Standard to Protect Small Devices

https://www.nist.gov/news-events/news/2025/08/nist-finalizes-lightweight-cryptography-standard-protect-small-devices
27•gnabgib•1h ago•10 comments

OCaml as my primary language

https://xvw.lol/en/articles/why-ocaml.html
160•nukifw•3h ago•101 comments

VC-backed company just killed my EU trademark for a small OSS project

120•marcjschmidt•20h ago•22 comments

FFmpeg 8.0 adds Whisper support

https://code.ffmpeg.org/FFmpeg/FFmpeg/commit/13ce36fef98a3f4e6d8360c24d6b8434cbb8869b
743•rilawa•11h ago•260 comments

Illinois bans use of artificial intelligence for mental health therapy

https://www.washingtonpost.com/nation/2025/08/12/illinois-ai-therapy-ban/
101•reaperducer•1h ago•25 comments

PCIe 8.0 announced by the PCI-Sig will double throughput again

https://www.servethehome.com/pcie-8-0-announced-by-the-pci-sig-will-double-throughput-again/
68•rbanffy•3d ago•79 comments

Launch HN: Golpo (YC S25) – AI-generated explainer videos

https://video.golpoai.com/
47•skar01•4h ago•56 comments

Cross-Site Request Forgery

https://words.filippo.io/csrf/
76•tatersolid•4h ago•14 comments

So what's the difference between plotted and printed artwork?

https://lostpixels.io/writings/the-difference-between-plotted-and-printed-artwork
171•cosiiine•8h ago•57 comments

Rerank-2.5 and rerank-2.5-lite: instruction-following rerankers

https://blog.voyageai.com/2025/08/11/rerank-2-5/
31•fzliu•1d ago•4 comments

Pebble Time 2 Design Reveal [video]

https://www.youtube.com/watch?v=pcPzmDePH3E
151•net01•8h ago•146 comments

Coalton Playground: Type-Safe Lisp in the Browser

https://abacusnoir.com/2025/08/12/coalton-playground-type-safe-lisp-in-your-browser/
80•reikonomusha•6h ago•28 comments

DoubleAgents: Fine-Tuning LLMs for Covert Malicious Tool Calls

https://pub.aimind.so/doubleagents-fine-tuning-llms-for-covert-malicious-tool-calls-b8ff00bf513e
73•grumblemumble•8h ago•22 comments

ReadMe (YC W15) Is Hiring a Developer Experience PM

https://readme.com/careers#product-manager-developer-experience
1•gkoberger•4h ago

OpenIndiana: Community-Driven Illumos Distribution

https://www.openindiana.org/
68•doener•6h ago•52 comments

New treatment eliminates bladder cancer in 82% of patients

https://news.keckmedicine.org/new-treatment-eliminates-bladder-cancer-in-82-of-patients/
238•geox•6h ago•109 comments

Fighting with YouTube to show a preview image

https://shaneosullivan.wordpress.com/2025/08/11/fighting-with-youtube-to-show-a-preview-image/
20•shaneos•2d ago•2 comments

The Mary Queen of Scots Channel Anamorphosis: A 3D Simulation

https://www.charlespetzold.com/blog/2025/05/Mary-Queen-of-Scots-Channel-Anamorphosis-A-3D-Simulation.html
65•warrenm•8h ago•13 comments

Electrically controlled heat transport in graphite films

https://www.science.org/doi/10.1126/sciadv.adw8588
3•PaulHoule•2d ago•0 comments

Claude says “You're absolutely right!” about everything

https://github.com/anthropics/claude-code/issues/3382
581•pr337h4m•14h ago•447 comments

We caught companies making it harder to delete your personal data online

https://themarkup.org/privacy/2025/08/12/we-caught-companies-making-it-harder-to-delete-your-data
243•amarcheschi•7h ago•60 comments

Job Listing Site Highlighting H-1B Positions So Americans Can Apply

https://www.newsweek.com/h1b-jobs-now-american-workers-green-cards-2041404
79•walterbell•2h ago•38 comments

April Fools 2014: The *Real* Test Driven Development (2014)

https://testing.googleblog.com/2014/04/the-real-test-driven-development.html
102•omot•4h ago•20 comments

US national debt reaches a record $37T, the Treasury Department reports

https://apnews.com/article/treasury-debt-spending-trump-obbb-6f807c4aae78dcc96f29ff07a3c926f4
62•atombender•3h ago•28 comments

A case study in bad hiring practice and how to fix it

https://www.tomkranz.com/blog1/a-case-study-in-bad-hiring-practice-and-how-to-fix-it
98•prestelpirate•5h ago•79 comments

This website is for humans

https://localghost.dev/blog/this-website-is-for-humans/
415•charles_f•6h ago•222 comments

29 years later, Settlers II gets Amiga release

https://gamingretro.co.uk/29-years-later-settlers-ii-finally-gets-amiga-release/
75•doener•3h ago•21 comments

Gartner's grift is about to unravel

https://dx.tips/gartner
122•mooreds•6h ago•55 comments