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monosemantic, adj. meanings, etymology and more | Oxford English ...
The earliest known use of the adjective monosemantic is in the 1960s. OED's earliest evidence for monosemantic is from 1960, in a text by K. M. Delavenay and E ...
www.oed.com
www.oed.com
monosemantic - Wiktionary, the free dictionary
monosemantic · Contents · English · Romanian. edit. Etymology. edit · Borrowed from French monosémantique. Adjective. edit. monosemantic m or n (feminine ...
en.wiktionary.org
en.wiktionary.org
Decomposing Language Models With Dictionary Learning
Sparse Autoencoders extract relatively monosemantic features. · Sparse autoencoders produce interpretable features that are effectively invisible ...
transformer-circuits.pub
transformer-circuits.pub
monosemantic
monosemantic, a. (mɒnəʊsiːˈmæntɪk) [f. mono- + semantic a.] Of a word or phrase, having only one meaning. Also monosemanˈtemic a.1957 S. Potter Mod. Linguistics vii. 147 The simplest words are manifestly those which symbolize single things or concepts, like proper names. These may be described as mo...
Oxford English Dictionary
prophetes.ai
Monosemanticity: Anthropic's Groundbreaking Research on LLM
Understanding and utilizing monosemantic features can enhance our ability to align models with specific objectives, making them more reliable ...
wordlift.io
wordlift.io
Sparse Autoencoders Learn Monosemantic Features in Vision ...
Our experimental results reveal that SAEs trained on VLMs significantly enhance the monosemanticity of individual neurons, with sparsity and wide latents being ...
arxiv.org
arxiv.org
monosemic
monosemic, a. (mɒnəʊˈsiːmɪk) [f. Gr. µονόσηµ-ος cited in sense ‘having only one signification’ (f. µονό-ς mono- + σῆµα sign, mark) + -ic.] a. Pros. Consisting of or equal to a single mora. (Cf. disemic, trisemic.)1890 in Century Dict. b. Linguistics. = monosemantic a.1969 Computers & Humanities III....
Oxford English Dictionary
prophetes.ai
Anthropic's One Step Towards Interpretable & Manipulable LLMs
On the other hand, if each neuron represents only one meaning/concept, they are monosemantic. For example, both phrases "I feel blue" and "I ...
towardsdatascience.com
towardsdatascience.com
Towards Monosemanticity - Strikingloo
Sparse Autoencoders extract relatively monosemantic features. Sparse autoencoders produce interpretable features that are effectively invisible ...
strikingloo.github.io
strikingloo.github.io
Extracting Interpretable Features from Claude 3 Sonnet
Eight months ago, we demonstrated that sparse autoencoders could recover monosemantic features from a small one-layer transformer.
transformer-circuits.pub
transformer-circuits.pub
Understanding the “Scaling of Monosemanticity” in AI Models
Criteria for Monosemantic Neurons: Neurons were considered monosemantic if they consistently responded to a single concept or feature. Press ...
medium.com
medium.com
Monet: Mixture of Monosemantic Experts for Transformers
We introduce Mixture of Monosemantic Experts for Transformers (Monet) architecture, which incorporates sparse dictionary learning directly into end-to-end ...
openreview.net
openreview.net
Terminology
, or jargon terms, are special lexical units which are used to name the phenomena that are absolutely new and whose concepts are not interpreted in a monosemantic
wikipedia.org
en.wikipedia.org
神经网络行为也可以被解释,大语言模型前所未有的突破
论文链接:https://transformer-circuits.pub/2023/monosemantic-features/index.html#phenomenology-feature-splitting
01 关于神经元与神经网络
为了更好地理解Anthropic研究的意义,这里先简要介绍几个基本概念
亿欧网
36kr.com