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Arthur Conmy

@arthurconmy.bsky.social
1.2K followers 474 following 9 posts

Aspiring 10x reverse engineer at Google DeepMind

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Arthur Conmy @arthurconmy.bsky.social · 02/01/2025
Been really enjoying unfaithful CoT research with collaborators recently. Two observations: 1) Quickly it's clear that models are sneaking in reasoning without verbalising where it comes from (e.g. making an equation that gets the correct answer, but defined out of thin air)
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Reposted by Arthur Conmy
Tyler Chang @tylerachang.bsky.social · 13/12/2024
We scaled training data attribution (TDA) methods ~1000x to find influential pretraining examples for thousands of queries in an 8B-parameter LLM over the entire 160B-token C4 corpus! medium.com/people-ai-re...
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Reposted by Arthur Conmy
Can @canrager.bsky.social · 11/12/2024
Sparse Autoencoders (SAEs) are popular, with 10+ new approaches proposed in the last year. How do we know if we are making progress? The field has relied on imperfect proxy metrics. We are releasing SAE Bench, a suite of 8 SAE evaluations! Project co-led with Adam Karvonen.
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Arthur Conmy @arthurconmy.bsky.social · 10/12/2024
Currently, most of our SAE evaluations don't fully capture what we want, and are very expensive This work provides a battery of automated metrics that should help researchers understand their SAEs' strengths and weaknesses better: www.neuronpedia.org/sae-bench/info
neuronpedia.org
SAEBench: A Comprehensive Benchmark for Sparse Autoencoders - Dec 2024
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Arthur Conmy @arthurconmy.bsky.social · 26/11/2024
Please report @deep-mind.bsky.social: it is not the real DeepMind, which would obviously use the google.com or deepmind.google domains rather than one they bought off GoDaddy 3 days ago: uk.godaddy.com/whois/result...
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Arthur Conmy @arthurconmy.bsky.social · 22/11/2024
I'm very bullish on automated research engineering soon, but even I was surprised that AI agents are twice as good as humans with 5+ years of experience or from a top AGI or safety lab at doing tasks in 2 hours. Paper: metr.org/AI_R_D_Evalu...
metr.org
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