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What is SOTA for retrieval in RAG systems now?

2•stormfather•7h ago
Have there been significant improvements this year?

The simple flow we landed on in 2024 was:

1. Chunk and embed docs with embedding model 2. Embed query (maybe using an LLM to reformulate first) 3. Retrieve N1 docs using cosine similarity 4. Narrow to N2 using a reranking model 5. Inject these docs into context to generate answer

Have there been significant advancements? Has anyone had seen improvements using graph structures like Neo4j for more sophisticated retrieval?

EPA puts 139 employees on leave after they sign a 'declaration of dissent'

https://www.theguardian.com/us-news/2025/jul/03/epa-employees-administrative-leave
3•mitchbob•3m ago•0 comments

Anarchy in the Database: A Survey and Evaluation of DBMS Extensibility [pdf]

https://www.vldb.org/pvldb/vol18/p1962-kim.pdf
1•matt_d•3m ago•1 comments

Octopuses' 8 Arms Sample Microbiomes

https://www.nytimes.com/2025/06/17/science/octopus-arms-microbiome.html
1•bookofjoe•6m ago•1 comments

The Georgist Roots of American Libertarianism

https://asteriskmag.com/issues/10/the-georgist-roots-of-american-libertarianism
1•mercutio2•9m ago•0 comments

The Air Force fitness test may soon increase with 2-mile runs, twice-a-year

https://taskandpurpose.com/news/new-air-force-fitness-test/
1•PaulHoule•13m ago•1 comments

Radio observations shed more light on the properties of Pandora's Cluster

https://phys.org/news/2025-07-radio-properties-pandora-cluster.html
1•wglb•15m ago•1 comments

Ask HN: Is there a business for extracting US tech talent?

1•Arubis•16m ago•0 comments

Claude-Gemini Bridge

https://github.com/tkaufmann/claude-gemini-bridge
2•handfuloflight•17m ago•0 comments

SimpleX network: new experience of connecting with people

https://simplex.chat/blog/20250703-simplex-network-protocol-extension-for-securely-connecting-people.html
1•Sami_Lehtinen•17m ago•0 comments

The risk of using generative AI when applying for jobs

https://www.abc.net.au/news/2025-07-04/risk-using-generative-ai-chatgpt-applying-for-jobs/105467950
4•billybuckwheat•18m ago•0 comments

Show HN: A one-stop resource dedicated to helping Python developers

https://pythonlink.xyz/en
1•python_cat•21m ago•0 comments

How to Build a Third Place on Focusmate

https://parconley.com/focusmate/
1•sebg•22m ago•0 comments

Generative AI could help make construction sites safer

https://www.technologyreview.com/2025/07/02/1119607/how-generative-ai-could-help-make-construction-sites-safer/
1•gnabgib•22m ago•0 comments

Summary: The Dose Effect by TJ Power

https://www.chestergrant.com/summary-the-dose-effect-by-tj-power
1•chegra•23m ago•0 comments

Show HN: Tired of fixing broken LLM agents? Automate it

https://github.com/Kaizen-agent/kaizen-agent
1•yuto_1192•23m ago•0 comments

Show HN: A stupid simple barely S3 compatible file server

https://github.com/antholeole/s3plz-rs
2•AnthOlei•25m ago•1 comments

How I Outsource My Self-Control

https://parconley.com/how-i-outsource-my-self-control/
1•sebg•28m ago•0 comments

The letters that convinced Google and Apple to keep TikTok online

https://www.theverge.com/tiktok/697982/trump-tiktok-ban-apple-google-letters-pam-bondi
1•stong1•30m ago•0 comments

Tiny Great Languages: Mouse

https://zserge.com/posts/langs-mouse/
1•Bogdanp•36m ago•0 comments

Tell Qualcomm: Release fully-free drivers for modern Wi-Fi chipsets

https://freewifi.missionlibre.org/
3•pabs3•40m ago•0 comments

'Thirstier' atmosphere is making droughts more severe

https://www.theguardian.com/news/2025/jul/03/weatherwatch-thirstier-atmosphere-drought-reservoirs-northern-england
1•colinprince•41m ago•0 comments

Show HN: I made an app that turns your life memories into Manga

3•djnd•44m ago•1 comments

Show HN: Built email parsing for booking confirmations for my travel app – Aruko

https://www.aruko.world/
2•ankit21j•47m ago•0 comments

Autopoietic Networks (a few more examples)

https://gbragafibra.github.io/2025/05/27/autopoietic_nets2.html
1•Fibra•52m ago•1 comments

Trump's tax-and-spending bill passes Congress in major win for president

https://www.theguardian.com/us-news/2025/jul/03/trump-tax-bill-passes-congress
5•leotravis10•54m ago•0 comments

Building a fast website with the MASH stack in Rust

https://emschwartz.me/building-a-fast-website-with-the-mash-stack-in-rust/
1•gametorch•54m ago•0 comments

There's No Undo Button for Our Fallen Democracy

https://kottke.org/25/07/theres-no-undo-button-for-our-fallen-democracy
8•leotravis10•55m ago•0 comments

Guy accused of working at 4 YC startups at the same time

https://twitter.com/Suhail/status/1940287384131969067
5•v5v3•57m ago•2 comments

Printcrime (2006)

https://craphound.com/stories/2006/01/12/printcrime/
4•foxfired•57m ago•0 comments

The Scam of Age Verification

https://pornbiz.com/post/17/the_scam_of_age_verification
1•Lucasoato•59m ago•0 comments