Feb 5, 2017 · The postprocessing is empirically validated on a variety of lexical-level intrinsic tasks (word similarity, concept categorization, word analogy) ...
Nov 13, 2017 · Review: This paper proposes a simple post-processing technique for word representations designed to improve representational quality and performance on ...
We present a simple postprocessing operation that renders word representations even stronger, by eliminating the top principal components of all words. Such ...
This paper demonstrates a counter-intuitive, postprocessing technique -- eliminate the common mean vector and a few top dominating directions from the word ...
Nov 15, 2019 · Using this all-but-the-top transformation didn't result in the expected improvement on a word-vector evaluation.
Nov 22, 2020 · Is there any way in gensim that i can force the learned vectors in word2vec to be all positive? (all the elements of vector be positive).
Sep 12, 2024 · In this paper, we demonstrate a very simple, and yet counter-intuitive, postprocessing technique -- eliminate the common mean vector and a few ...
Jan 26, 2023 · All-but-the-Top: Simple and Effective Postprocessing for Word Representations. Real-valued word representations have transformed NLP ...
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In this paper, we demonstrate a very simple, and yet counter-intuitive, postprocessing technique – eliminate the common mean vector and a few top dominating ...
In this paper, we demonstrate a very simple, and yet counter-intuitive, postprocessing technique – eliminate the common mean vector and a few top dominating ...