Update README.md

README.md

@@ -6,8 +6,9 @@ pretty_name: Characterizing weaving patterns of size 7 x 6
 # Dataset Card for Weaving Patterns of Size \\(7 \times 6\\)
 
 *Weaving patterns* are \\((n \times n−1)\\)-matrices with \\(\{1, 2, \dots , n\}\\)-
-entries introduced by \[1\] to study the number of reduced decompositions of the 
-permutation that swaps \\(n\\) and \\(1\\), \\(n\\) - \\(1\\) and \\(2\\), etc. up to commutation equivalence. The number
+entries introduced by \[1\] to study the number of reduced decompositions of the longest
+permutation (which swaps \\(n\\) and \\(1\\), \\(n\\) - \\(1\\) and \\(2\\), etc.) up 
+to commutation equivalence. The number
 of such objects counts a wide range of combinatorial phenomena, including the number of parallel sorting
 networks, the number of rhombic tilings of regular polygons, and is connected to 
 the study of the higher Bruhat orders \[2\]. An \\(O(n^2)\\) algorithm for determining
@@ -69,43 +70,6 @@ The \\(\pm\\) signs indicate 95% confidence intervals from random weight initial
 Data generation scripts can be found [here](https://github.com/pnnl/ML4AlgComb/tree/master/weaving_patterns).
 
 - **Repository:** [ACD Repo](https://github.com/pnnl/ML4AlgComb/tree/master/weaving_patterns)
-  
-## Uses
-
-This dataset was generated to study ML model's ability yield insight on an open 
-problem in algebraic combinatorics, specifically, the problem of better understanding commutation 
-equivalent representations of reduced words coresponding to the longest permutation.
-
-### Direct Use
-
-We use this dataset for a classification task distinguishing between weaving and non-weaving patterns.
-
-### Out-of-Scope Use
-
-None.
-
-## Dataset Structure
-
-Each matrix is stored on a single line in row-major format (see example above).
-
-## Dataset Creation
-
-Data generation scripts can be found 
-[here](https://github.com/pnnl/ML4AlgComb/tree/master/weaving_patterns).
-
-### Curation Rationale
-
-This dataset was generated as a test of current AI system's ability to advance 
-research mathematics.
-
-#### Who are the source data producers?
-
-Herman Chau wrote code to generate this dataset.
-
-## Bias, Risks, and Limitations
-
-We only provide data for weaving patterns of size \\(6 \times 5\\) and \\(7 \times 6\\) in this repository. 
-We are happy to generate (subsets) of datasets for larger values of \\(n \times n-1\)).
 
 ## Citation