| Web | https://grzegorz.chrupala.me |
| Publications | https://www.semanticscholar.org/author/Grzegorz-Chrupala/2756960 |
| https://twitter.com/@gchrupala | |
| Photos | https://Instagram.com/gchrupala |
🥳 Thrilled to announce our paper got accepted to #EACL2023!
We introduce *Value Zeroing*, a new interpretability method for quantifying context mixing in Transformers.
A joint work w/ me, @wzuidema, @gchrupala, and Afra
📑Paper: https://arxiv.org/abs/2301.12971
☕Code: https://github.com/hmohebbi/ValueZeroing
Self-attention weights and their transformed variants have been the main source of information for analyzing token-to-token interactions in Transformer-based models. But despite their ease of interpretation, these weights are not faithful to the models' decisions as they are only one part of an encoder, and other components in the encoder layer can have considerable impact on information mixing in the output representations. In this work, by expanding the scope of analysis to the whole encoder block, we propose Value Zeroing, a novel context mixing score customized for Transformers that provides us with a deeper understanding of how information is mixed at each encoder layer. We demonstrate the superiority of our context mixing score over other analysis methods through a series of complementary evaluations with different viewpoints based on linguistically informed rationales, probing, and faithfulness analysis.
Wild mammals make up only about 4% of the world’s mammal biomass
via our new page on biodiversity
https://ourworldindata.org/biodiversity
Originally learned from @yakabikaj at 🐦 :
Yiddish באקאליינע bakaleyne "grocery store", came to #Yiddish from #Ukrainian Бакалiя (groceries), to which it came from #Tatar, to which it came from #Persian (بقالی baqqālī,), to which it came from from #Arabic بقالة biqāla (groceries, retail store) or بقال baqqāl. Quite an unusual story of loaning across at least 5 #languages and linguistic families!
International poll, so please boost for a wider sample.
How many languages can you read (and, of course, understand!) without the help of an online translator?
Hosein Mohebbi
Max Roser
mostaleoht
fauxneme
rag. Gustavino Bevilacqua
Listerine Lavender Mint