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Do transformers need three projections? Systematic study of QKV variants
🤖 Transformers Under the Lens: Do They Really Need Three Projections?
The study "Do transformers need three projections? Systematic study of QKV variants" delves into the essential architecture of transformers, specifically questioning the necessity of the three projections - Query, Key, and Value (QKV) - that are fundamental to their operation. By systematically examining various QKV configurations, this research aims to optimize transformer models, potentially leading to more efficient and effective AI applications.
2:05 am, June 5, 2026
guid
https://news.ycombinator.com/item?id=48405931
source_url
https://arxiv.org/abs/2606.04032
author_name
Anon84
id: 3494
uid: YIb5X
insdate: 2026-06-05 02:05:14
title: Do transformers need three projections? Systematic study of QKV variants
additional: 🤖 Transformers Under the Lens: Do They Really Need Three Projections?
The study "Do transformers need three projections? Systematic study of QKV variants" delves into the essential architecture of transformers, specifically questioning the necessity of the three projections - Query, Key, and Value (QKV) - that are fundamental to their operation. By systematically examining various QKV configurations, this research aims to optimize transformer models, potentially leading to more efficient and effective AI applications.
category: Hacker News
md5:
guid: https://news.ycombinator.com/item?id=48405931
source_url: https://arxiv.org/abs/2606.04032
updated:
image:
author_name: Anon84
author_link:
uid: YIb5X
insdate: 2026-06-05 02:05:14
title: Do transformers need three projections? Systematic study of QKV variants
additional: 🤖 Transformers Under the Lens: Do They Really Need Three Projections?
The study "Do transformers need three projections? Systematic study of QKV variants" delves into the essential architecture of transformers, specifically questioning the necessity of the three projections - Query, Key, and Value (QKV) - that are fundamental to their operation. By systematically examining various QKV configurations, this research aims to optimize transformer models, potentially leading to more efficient and effective AI applications.
category: Hacker News
md5:
guid: https://news.ycombinator.com/item?id=48405931
source_url: https://arxiv.org/abs/2606.04032
updated:
image:
author_name: Anon84
author_link:
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- Armstrong Effect
- Around 200 Stanford students walk out as Google CEO takes stage
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- Ars Technica Fires Reporter After AI Controversy Involving Fabricated Quotes
- Ars Technica fires reporter after AI controversy involving fabricated quotes
- Ars Technica: Our newsroom AI policy
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- Artie (YC S23) Is Hiring Software Engineers
- Artificial intelligence is not conscious – Ted Chiang
- Artificial-life: A simple (300 lines of code) reproduction of Computational Life
- As a result of a US Government directive, we are suspending access to Fable 5
- As downtown Seattle offices empty, city facing years of 'zombie' towers
- Asahi Linux 7.1 Progress Report
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- Asian AI startups launch Mythos-like models
- Ask ChatGPT to pick a number from 1-10000, it generally selects from 7200-7500
- Ask HN: Academic study on AI's impact on software development – want to join?
- Ask HN: Add flag for AI-generated articles
- Ask HN: Anthropic banned me from using Claude Code and I don't know what to do
- Ask HN: Any AWS billing issues known? Amazon forecast of 3 billion dollars
- Ask HN: Apple terminated our dev account over a rogue employee
- Ask HN: Are most corporate SWE jobs performative?
- Ask HN: Due to spam on GitHub, what platforms can I move my projects?
- Ask HN: European Tech Alternatives?
- Ask HN: Have top AI research institutions just given up on the idea of safety?
- Ask HN: How are you all staying sane?
- Ask HN: How did you land your first projects as a solo engineer/consultant?
- Ask HN: How do you handle marketing as a solo technical founder?
- Ask HN: How is AI-assisted coding going for you professionally?
- Ask HN: How to Be Alone?
- Ask HN: How to be SOC2 Type 2 compliant as a solo-entreprenuer?
- Ask HN: Is "no source code was copied" still a sufficient copyright defense?
- Ask HN: Is GitHub preparing to go behind a login wall?
- Ask HN: Is anyone experimenting with different ways of using LLMs for coding?
- Ask HN: Is anyone working at least 4 hours daily on an Apple Vision Pro?
- Ask HN: Is it just me, or is software buggier across the board?
- Ask HN: My ISP is telling my neighbors their slow internet is because of me
- Ask HN: Please restrict new accounts from posting
- Ask HN: Remember Fidonet?
- Ask HN: Share your productive usage of OpenClaw
- Ask HN: So what happened to Facebook "localhost" tracking?
- Ask HN: What Are You Working On? (July 2026)
- Ask HN: What Are You Working On? (March 2026)
- Ask HN: What are you working on? (June 2026)
- Ask HN: What are you working on? (May 2026)
- Ask HN: Who is hiring? (June 2026)
- Ask HN: Who is hiring? (March 2026)
- Ask HN: Who wants to be hired? (June 2026)
- Ask HN: Why hasn't there been a real competitor to Ticketmaster yet?
- Ask HN: Why is the HN crowd so anti-AI?
- Ask HN: Will programmers write more efficient code during the memory shortage?
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- Aspartame is not that bad?
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- Astra: An open-source observatory control software
- Astro 7.0
- Astronauts describe persistent 'observer' sensation after 6 month missions
- Astronomers Find the Edge of the Milky Way
- Astronomers find the edge of the Milky Way
- Astrophysicists Puzzle over Webb’s New Universe
- Async Programming Is Just Inject Time
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- At Protocol: Building the Social Internet
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- At long last, InfoWars is ours
- Atlassian Enables Default Data Collection to Train AI
- Atlassian defends firing engineer for suggesting CEO is 'rich jerk'
- Atlassian to cut roughly 1,600 jobs in pivot to AI
- Atomic Display Switching: Solving
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- AutoKernel: Autoresearch for GPU Kernels
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- BMW Group to deploy humanoid robots in production in Germany for the first time
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- BYD overtakes Tesla and Kia as the best-selling EV brand in key overseas markets
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- Beyond Semantic Similarity
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- Biggest Probabilistic Computer Turns Noise into Answers
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- Bild AI (YC W25) Is Hiring a Founding Product Engineer
- Billion-Parameter Theories
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- Binary GCD
- Biology is a Burrito: A text- and visual-based journey through a living cell
- Biscuit
- Bitburner, programming-based incremental game
- Bitcoin and quantum computing
- Bitcoin miners are losing $19,000 on every BTC produced as difficulty drops 7.8%
- Bitmap fonts make computers feel like computers again
- Bitwarden scrubs 'Always free' and 'Inclusion' values from its site
- Bjarne Stroustrup: How do I deal with memory leaks? (2022)
- Blacksky AppView
- Blaise – A modern self-hosting zero-legacy Object Pascal compiler targeting QBE
- Blatant AI slop just won a 25k USD DeepMind Kaggle Grand Prize
- Block spent $68M on a single party in September 2025
- Block the "Upgrade to Tahoe" Alerts
- Block the “Upgrade to Tahoe” Alerts
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- Blog ran on Ubuntu 16.04 for 10 years. I migrated it to FreeBSD
- Blogger defeats photographer's copyright claim
- Blogging can just be stating the obvious
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- Bloom (YC P26) Is Hiring
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- Boy I was wrong about the Fediverse
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- Breaking Free
- Breakthroughs for batteries could soon make them better
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- Bring Back Idiomatic Design
- Bring back crappy forums
- Bring your own Agent to MS Teams
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- Britain is ejecting hereditary nobles from Parliament after 700 years
- Britain today generating 90%+ of electricity from renewables
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- British Columbia, Time Zones, and Postgres
- Bubble Sorted Amen Break
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- Bun has an open PR adding shared-memory threads to JavaScriptCore
- Bun is being ported from Zig to Rust
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- BunnyCDN has been silently losing our production files for 15 months
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- Businesses with ugly AI menu redesigns
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- Byrne's Euclid
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- C++26 is done ISO C++ standards meeting, Trip Report
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- CBP Directive 3340-049B: Border Search of Electronic Devices
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- CC-Canary: Detect early signs of regressions in Claude Code
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- CEOs Who Think AI Replaces Their Employees Are Just Bad CEOs
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- CISA Admin Leaked AWS GovCloud Keys on GitHub
- CODA: Rewriting Transformer Blocks as GEMM-Epilogue Programs
- CPanel and WHM Authentication Bypass – CVE-2026-41940
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- CRDTs merge concurrent edits. Why not concurrent creation?
- CSP for Pentesters: Understanding the Fundamentals
- CSS as a Query Language
- CSS is DOOMed
- CSS-Native Parallax Effect
- CSSQuake
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- CUDA-oxide: Nvidia's official Rust to CUDA compiler
- CVE-2026-25089: FortiSandbox unauthenticated command injection added to CISA KEV
- CVE-2026-28952: Apple macOS 26.5 Kernel Vuln found by Claude
- CVE-2026-31431: Copy Fail vs. rootless containers
- CVE-2026-3888: Important Snap Flaw Enables Local Privilege Escalation to Root
- CVE-Bench: testing LLM agents on real-world vulnerability patches
- Cal.diy: open-source community edition of cal.com
- California bill would require patches or refunds when online games shut down
- California farmers to destroy 420k peach trees following Del Monte bankruptcy
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- Cambodia unveils a statue of famous landmine-sniffing rat Magawa
- Can Claude Fly a Plane?
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- Can LLMs Perform Deep Technical Comprehension of Computer Architecture Papers
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- Can a MUD evaluate LLMs? A $99 proof of concept
- Can a wealthy family change the course of a deadly brain disease?
- Can the stockmarket swallow Anthropic, SpaceX and OpenAI?
- Can we code our way out of gentrification?
- Can we have the day off?
- Can you instruct a robot to make a PBJ sandwich?
- Can you stop beans from making you gassy?
- Can't Stop the Signal. Poison It
- Canada is looking to build up to 10 new nuclear reactors over the next 15 years
- Canada plans 'nuclear renaissance' with up to 10 reactors built by 2040
- Canada to order military plane fleet from Sweden in shift from US suppliers
- Canada's bill C-22 mandates mass metadata surveillance
- Canada's bill C-22 mandates mass metadata surveillance of Canadians
- Canada’s Bill C-22 Is a Repackaged Version of Last Year’s Surveillance Nightmare
- Cancel ChatGPT AI boycott surges after OpenAI pentagon military deal
- Cannabinoids remove plaque-forming Alzheimer's proteins from brain cells
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- Cannibalism
- Canonical Under Attack
- Canvas (Instructure) LMS Down in Ongoing Ransomware Attack
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- Capability-Based Security for Redox: Namespace and CWD as Capabilities
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- Capstone – multi-platform, multi-architecture disassembly framework
- Captcha proves you're human. HATCHA proves you're not
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- Care homes and hotels in Japan shut as expansion strategy unravels
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- Case study: recovery of a corrupted 12 TB multi-device pool
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- Castor: CERN Advanced STORage Manager
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- Celebrating Tony Hoare's mark on computer science
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- Claude Brain
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- Claude Code conducts A/B tests on core features
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- Claude Code – Everything You Can Configure That the Docs Don't Tell You
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- Closure of the Weatheradio service in Canada
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- Codex-maxxing
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