Update README.md

README.md

@@ -21,10 +21,13 @@ metrics:
 
 # Human Value Detection – DeBERTa + LIWC-22
 
-This model is the **DeBERTa + LIWC-22 feature-augmented 19-way value detector** from the paper:
+This model is the **DeBERTa + LIWC-22 feature-augmented 19-way value detector** from the papers:
 
 > *Human Values in a Single Sentence: Moral Presence, Hierarchies, and Transformer Ensembles on the Schwartz Continuum*  
-> Víctor Yeste, Paolo Rosso (2026)
+> Víctor Yeste, Paolo Rosso (2026), arXiv:2601.14172
+
+> *Do Schwartz Higher-Order Values Help Sentence-Level Human Value Detection? When Hard Gating Hurts*  
+> Víctor Yeste, Paolo Rosso (2026), arXiv:2602.00913
 
 It is a **multi-label classifier** over the **19 refined Schwartz basic values**, trained on the **English, machine-translated** portion of the ValueEval'24 / ValuesML corpus, and **augmented with LIWC-22 sentence-level features**.
 
@@ -229,10 +232,13 @@ On the English ValueEval’24 sentence-level splits, the paper compares:
 - Instruction-tuned LLM baselines (7–9B)
 - A small soft-voting ensemble of DeBERTa-based models
 
-The LIWC-22–augmented model improves over the text-only baseline; for exact macro–F₁ scores and per-label results, please refer to the paper:
+The LIWC-22–augmented model improves over the text-only baseline; for exact macro–F₁ scores and per-label results, please refer to the papers:
 
 Human Values in a Single Sentence: Moral Presence, Hierarchies, and Transformer Ensembles on the Schwartz Continuum
-Víctor Yeste, Paolo Rosso (2026)
+Víctor Yeste, Paolo Rosso (2026), arXiv:2601.14172
+
+Do Schwartz Higher-Order Values Help Sentence-Level Human Value Detection? When Hard Gating Hurts
+Víctor Yeste, Paolo Rosso (2026), arXiv:2602.00913
 
 ---
 
@@ -279,6 +285,16 @@ If you use this model or the associated code in your research, please cite:
       primaryClass={cs.CL},
       url={https://arxiv.org/abs/2601.14172}, 
 }
+
+@misc{yeste2026schwartzhigherordervalueshelp,
+      title={Do Schwartz Higher-Order Values Help Sentence-Level Human Value Detection? When Hard Gating Hurts}, 
+      author={Víctor Yeste and Paolo Rosso},
+      year={2026},
+      eprint={2602.00913},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2602.00913}, 
+}
 ```
 
 You may also want to cite the ValueEval / ValuesML dataset: