Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: The Geometry of Distributed Representations for Better Alignment,
  Attenuated Bias, and Improved Interpretability   High-dimensional representations for words, text, images, knowledge graphs
and other structured data are commonly used in different paradigms of machine
learning and data mining. These representations have different degrees of
interpretability, with efficient distributed representations coming at the cost
of the loss of feature to dimension mapping. This implies that there is
obfuscation in the way concepts are captured in these embedding spaces. Its
effects are seen in many representations and tasks, one particularly
problematic one being in language representations where the societal biases,
learned from underlying data, are captured and occluded in unknown dimensions
and subspaces. As a result, invalid associations (such as different races and
their association with a polar notion of good versus bad) are made and
propagated by the representations, leading to unfair outcomes in different
tasks where they are used. This work addresses some of these problems
pertaining to the transparency and interpretability of such representations. A
primary focus is the detection, quantification, and mitigation of socially
biased associations in language representation.

3
The categories of this paper are: physics
23
The categories of this paper are: solv-int
15
The categories of this paper are: nucl-ex
20
The categories of this paper are: acc-phys
26
The categories of this paper are: bayes-an
11
The categories of this paper are: hep-lat
5
The categories of this paper are: gr-qc
21
The categories of this paper are: adap-org
8
The categories of this paper are: hep-ex
31
The categories of this paper are: ao-sci
16
The categories of this paper are: stat
7
The categories of this paper are: hep-th
17
The categories of this paper are: q-fin
4
The categories of this paper are: cond-mat
33
The categories of this paper are: plasm-ph
25
The categories of this paper are: patt-sol