Update README.md

README.md

@@ -1446,7 +1446,7 @@ configs:
     path: predtrace-IMP-SOS-uk-human-written/train-*
 ---
 
-# PLSemanticsBench
+# LLMs Lean on Priors, Not Programming Language Semantics (ICML 2026)
 
 ## Table of Contents
 - [About](#about)
@@ -1457,7 +1457,7 @@ configs:
 - [Citation](#citation)
 
 ## About
-PLSemanticsBench is the first benchmark for evaluating LLMs as programming language interpreters. We introduce three tasks to evaluate this:
+PLSemanticsBench is the first counterfactual PL semantics dataset for rule-conditioned reasoning of LLMs. We introduce three tasks to evaluate this:
 
 | Task | Description |
 |------|-------------|
@@ -1658,12 +1658,12 @@ One example of the dataset is as follows:
 
 ## Citation
 ```bibtex
-@article{ThimmaiahETAL25PLSemanticsBench,
-  title={PLSemanticsBench: Large Language Models As Programming Language Interpreters},
-  author={Aditya Thimmaiah, Jiyang Zhang, Jayanth Srinivasa, Junyi Jessy Li, Milos Gligoric},
-  year={2025},
-  archivePrefix={arXiv},
-  url={https://arxiv.org/abs/2510.03415}, 
+@inproceedings{ThimmaiahETAL25PLSemanticsBench,
+  title     = {LLMs Lean on Priors, Not Programming Language Semantics},
+  author    = {Thimmaiah, Aditya and Zhang, Jiyang and Srinivasa, Jayanth
+               and Li, Junyi Jessy and Gligoric, Milos},
+  booktitle = {ICML},
+  year      = {2026}
 }
 ```