Update README.md

README.md

@@ -23,13 +23,13 @@ This is a Hugging Face Space that hosts a leaderboard for comparing model perfor
 
 ## Instructions
 
-1. Please refer to our GitHub repository at https://github.com/patronus-ai/trail-benchmark for step‑by‑step instructions on how to run your model with the TRAIL dataset. 
+1. Please refer to our GitHub repository at https://github.com/patronus-ai/trail-benchmark for step‑by‑step instructions on how to run your model with the TRAIL dataset. 
 2. Compress the resulting JSON outputs into a ZIP archive whose filename begins with SWE_/GAIA_, and submit it.
 3. Once the evaluation is complete, we’ll upload the scores (this process will soon be automated).
 
 ## Benchmarking on TRAIL
 
-TRAIL(Trace Reasoning and Agentic Issue Localization) is a benchmark dataset of 148 annotated AI agent execution traces containing 841 errors across reasoning, execution, and planning categories. Created from real-world software engineering and information retrieval tasks, it challenges even state-of-the-art LLMs, with the best model achieving only 11% accuracy, highlighting the difficulty of trace debugging for complex agent workflows.
+[TRAIL(Trace Reasoning and Agentic Issue Localization)](https://arxiv.org/abs/2505.08638) is a benchmark dataset of 148 annotated AI agent execution traces containing 841 errors across reasoning, execution, and planning categories. Created from real-world software engineering and information retrieval tasks, it challenges even state-of-the-art LLMs, with the best model achieving only 11% accuracy, highlighting the difficulty of trace debugging for complex agent workflows.
 
 ## License