cedricbonhomme commited on
Commit
319c3e3
·
verified ·
1 Parent(s): 76454fe

v2.1 card: document cwes_predicted (cascade-arm column)

Browse files
Files changed (1) hide show
  1. README.md +13 -0
README.md CHANGED
@@ -143,6 +143,7 @@ The full source analysis is documented in the
143
  | `cwes` | list[string] | CWE assignments, e.g. `CWE-502 Deserialization of Untrusted Data` — v2 |
144
  | `affected_products` | list[string] | `vendor product` pairs from the CVE record — v2 |
145
  | `cpes` | list[string] | CPE identifiers — v2 |
 
146
 
147
  ### Structured metadata columns (v2, added 2026-08-06)
148
 
@@ -165,6 +166,18 @@ by `label_sources` when using these columns as model inputs:
165
 
166
  CVSS versions among the 869 vectors: 677 × v3.1, 173 × v3.0, 18 × v4.0, 1 × v2.0.
167
 
 
 
 
 
 
 
 
 
 
 
 
 
168
  ## Label statistics
169
 
170
  192 distinct techniques; 66 with at least 5 examples. Most CVEs carry 1–3
 
143
  | `cwes` | list[string] | CWE assignments, e.g. `CWE-502 Deserialization of Untrusted Data` — v2 |
144
  | `affected_products` | list[string] | `vendor product` pairs from the CVE record — v2 |
145
  | `cpes` | list[string] | CPE identifiers — v2 |
146
+ | `cwes_predicted` | list[string] | Top-1 prediction of [CIRCL/cwe-parent-vulnerability-classification-roberta-base](https://huggingface.co/CIRCL/cwe-parent-vulnerability-classification-roberta-base) on the description, same display format as `cwes` — v2.1 |
147
 
148
  ### Structured metadata columns (v2, added 2026-08-06)
149
 
 
166
 
167
  CVSS versions among the 869 vectors: 677 × v3.1, 173 × v3.0, 18 × v4.0, 1 × v2.0.
168
 
169
+ ### Predicted CWE column (v2.1, added 2026-08-08)
170
+
171
+ `cwes_predicted` holds the top-1 output of the deployed CIRCL CWE guesser
172
+ ([CIRCL/cwe-parent-vulnerability-classification-roberta-base](https://huggingface.co/CIRCL/cwe-parent-vulnerability-classification-roberta-base),
173
+ parent-level, 303 classes) run on each row's title + description. Coverage
174
+ is 100% by construction; agreement with the gold `cwes` column (ancestor
175
+ level, on the 814 rows whose gold entry carries a parseable CWE id) is
176
+ 27.3% top-1. The column exists to measure the *cascade cost* of replacing
177
+ gold CWE input with a model prediction in downstream CVE→ATT&CK
178
+ classifiers; it is a model output, not curated ground truth — do not use
179
+ it as labels. v1/v2 columns are unchanged (strictly additive update).
180
+
181
  ## Label statistics
182
 
183
  192 distinct techniques; 66 with at least 5 examples. Most CVEs carry 1–3