fixed typos and updated citation

README.md

@@ -39,8 +39,8 @@ This Hugging Face dataset hosts the questions, reference answers, atomic asserti
 
 ## Benchmark size
 
-- **File Fidelity track:** 244 files, 922 queries
-- **Domain Q&A track:** 124 files, 120 queries, 8,450 atomic assertions across 12 industries
+- **File Fidelity track:** 244 files, 922 queries, 1,305 atomic assertions
+- **Domain Q&A track:** 124 files, 120 queries, 5,414 atomic assertions across 12 industries
 
 These numbers reflect the full evaluation set reported in the accompanying paper. See the *May 07 Update* note below for the relationship between the evaluated set and the publicly released artifact.
 
@@ -95,15 +95,18 @@ Not validated, and not recommended:
 
 ```bibtex
 @misc{shaik2026ocb,
-  title  = {Office Comprehension Benchmark},
-  author = {Firoz Shaik and Mateus Pican\c{c}o Lima Gomes and Tanvir Aumi
-            and Jingci Wang and Milos Milunovic and Filip Basara
-            and Ivana Jovanovic and Vishwas Suryanarayanan
-            and Neha Nandan Kenkare and Weiyao Xie and Zhipeng Han
-            and Zheng Zhang and Waleed Shahid and Jay Rathi
-            and Russell Scherer and Thong Q. Nguyen and Michael Bentley
-            and Tamara Stankovic and Rasika Chakravarthy and Vishal Chowdhary},
-  year   = {2026}
+  title         = {Office Comprehension Benchmark},
+  author        = {Firoz Shaik and Mateus Picanço Lima Gomes and Tanvir Aumi
+                   and Jingci Wang and Milos Milunovic and Filip Basara
+                   and Ivana Jovanovic and Vishwas Suryanarayanan
+                   and Neha Nandan Kenkare and Weiyao Xie and Zhipeng Han
+                   and Zheng Zhang and Waleed Shahid and Jay Rathi
+                   and Russell Scherer and Thong Q. Nguyen and Michael Bentley
+                   and Tamara Stankovic and Rasika Chakravarthy and Vishal Chowdhary},
+  year          = {2026},
+  eprint        = {2607.01245},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.CL}
 }
 ```