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Keywords: circuits transformer models 2022 interpretability paper


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Important pages are Circuits Updates - January 2024 A Collection Of Small Updates From The Anthropic Interpretability Team., Circuits Updates - July 2023 A Collection Of Small Updates From The Anthropic Interpretability Team. and Towards Monosemanticity Decomposing Language Models With Dictionary Learning Bricken Et Al. 2023 Using A Sparse Autoencoder We Extract A Large Number Of Interpretable Features From A One-Layer ... In the following table you'll find the 10 most important pages of Transformer-circuits.pub:

# Description URL of the website
1. Cir­cuits Up­da­tes - Ja­nuary 2024 A col­lection of small up­da­tes from the Anthro­pic In­terpretabi­lity Team. /2024/jan-update/index.html
2. Cir­cuits Up­da­tes - July 2023 A col­lection of small up­da­tes from the Anthro­pic In­terpretabi­lity Team. /2023/july-update/index.html
3. To­wards Monoseman­ti­city Decom­po­sing Lan­gua­ge Mo­dels With Dictio­nary Lear­ning Bri­cken et al. 2023 Using a spar­se autoen­co­der we extract a lar­ge num­ber of in­terpre­tab­le featu­res from a one-la­yer .. /2023/monose­man­tic-featu­res/index.html
4. Cir­cuits Up­da­tes - May 2023 A col­lection of small up­da­tes from the Anthro­pic In­terpretabi­lity Team. /2023/may-update/index.html
5. In­terpretabi­lity Dreams Our pre­sent re­search aims to crea­te a foun­da­tion for mecha­nistic in­terpretabi­lity re­search. In doing so its im­por­tant to keep sight of what were trying to lay the foun­da­tions .. /2023/in­terpretabi­lity-dreams/index.html
6. Privile­ged Ba­ses in the Transfor­mer Resi­dual Stream El­ha­ge et al. 2023 Our mat­hemati­cal theo­ries of the Transfor­mer architectu­re sug­gest that in­divi­dual coor­dina­tes in the resi­dual stream should have .. /2023/privile­ged-basis/index.html
7. Toy Mo­dels of Super­position El­ha­ge et al. 2022 Neu­ral net­works often seem to pack many un­rela­ted con­cepts into a single neu­ron - a puzz­ling phenome­non known as polyseman­ti­city. In our la­test .. /2022/toy_model/index.html
8. Softmax Li­near Units El­ha­ge et al. 2022 An al­ter­nati­ve activa­tion function increa­ses the fraction of neu­rons which ap­pear to cor­res­pond to hu­man-un­derstandab­le con­cepts. /2022/solu/index.html
9. Distribu­ted Rep­resen­ta­tions Com­position & Super­position An infor­mal note on how distribu­ted rep­resen­ta­tions might be un­derstood as two diffe­rent com­pe­ting strate­gies - com­position and super­position - .. /2023/super­position-com­position/index.html
10. Mecha­nistic In­terpretabi­lity Va­riab­les and the Im­portan­ce of In­terpre­tab­le Ba­ses An infor­mal note on in­tuitions rela­ted to mecha­nistic in­terpretabi­lity. /2022/mech-interp-essay/index.html

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