Excited to share our new paper: "Instruction Following by Boosting Attention of Large Language Models"!

We introduce Instruction Attention Boosting (InstABoost), a simple yet powerful method to steer LLM behavior by making them pay more attention to instructions.
(🧵1/7)

LLM ignoring instructions? Make it listen with InstABoost.

✅ Simple: Steer your model in 5 lines of code

✅ Effective: Outperforms latent steering & prompt-only methods

✅ Grounded: Based on our mechanistic theory on rule-following (LogicBreaks)

Blog: debugml.github.io/instaboost

Boost your Instagram game with sneaky SMM tricks! 🚀 Use paid SMM panels to schedule posts, analyze competitors & grow your followers fast! 💸 Check out https://SMMWatch.com for the best SMM services & panels! #InstagramGrowth #SMM #SocialMediaMarketing #InstaBoost

InstaBoost: Unlock Instagram Profits with the Power of A.I. Over 1 billion people use Instagram daily, but less than 1% know how to leverage it for massive profits. Are you in the 1%? Read full blog @
medium.com/p/a94381fab3b5
#instagram #sales #boost #marketing #seo #leads

But, I don't want today to be the day to leave.

I want to live to dance in the streets for a good long time with millions of other joyously uplifted hearts.

When the world learns Donald Trump is dead, there will be an instaboost of dopamine & endorphins felt across the planet and beyond.

5 Wins from India's TikTok Ban: What US Can Learn! 🎉🇮🇳🇺🇸 #TikTokBan #TechLessons

#TikTok #BanBenefits #SocialMedia #TechStartups #InstaBoost #YouTubeGrowth #LocalCreators #Innovation #CulturalShift #Trending

Watch here: at Youtube

INSTABOOST tips to enhance your YouTube views instantly www.londondaily.news/instaboost-t... #news #london #londonnews

Check out our blog and paper for more details!
🔗Blog: debugml.github.io/instaboost
🔗Paper: arxiv.org/abs/2506.13734
🤖Code: github.com/BrachioLab/I...

Thank you to my awesome co-authers @viguardieiro.bsky.social, @avishree.bsky.social e.bsky.social‬, and advisor @profericwong.bsky.social.
(7/7)

Crucially, InstABoost achieves this control without degrading text quality. While other latent steering methods can cause generation fluency to drop sharply as you increase their strength, InstABoost maintains coherence while steering towards the instruction.
(6/7)

Across 15 tasks, InstABoost either outperforms or matches the best steering method (prompt or latent-based). For tasks where prompt and latent-based steering perform equivalently, InstABoost can even combine the strengths of both and outperform both categories of methods.
(5/7)

InstABoost is theoretically grounded by prior work which shows that rule following can be manipulated by controlling attention to instructions.
(4/7)
x.com/AntonXue/sta...

InstABoost steers an LLM in attention space, bridging the performance gap between latent and prompt-based steering. InstABoost can be implemented in ~3 lines of code which simply increases attention weight to an in-context instruction.
(3/7)

@rohanpaul_ai https://x.com/rohanpaul_ai/status/1935876505701101632 #x-rohanpaul_ai

Controlling LLM generation reliably for safety remains a central challenge.

This paper introduces Instruction Attention Boosting, INSTABOOST.

It boosts instruction prompting strength by altering att...

InstaBoost Review - Legit App? [Insta Boost Review]
👉Get More Info: www.vip-review.com/2025/02/inst...

#InstaBoost #InstaBoostReview

InstaBoost Review
#InstaBoost #Review
InstaBoost Review
Introduction
Unlock Instagram Profits with A.I.
Over 1 billion people use Instagram daily, but less than 1% know how to leverage it for massive profits. Are you in the 1%? Are you tired of watching competitor
Click here> tinyurl.com/mvrb37ta

InstaBoost Review ♥️ Insta Boost Review ♥️ [InstaBoost Review] [Insta Boost Review]

👉Get More Info: www.vip-review.com/2025/02/inst...

#InstaBoost #InstaBoostReview