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cs.CL2026
Office Comprehension Benchmark
Firoz Shaik, Mateus Picanço Lima Gomes, Tanvir Aumi +17
We introduce Office Comprehension Bench (OCB), the first public benchmark to jointly evaluate LLM systems on Word, Excel, and PowerPoint comprehension over native file formats (.do…
cs.CL2025
TheMCPCompany: Creating General-purpose Agents with Task-specific Tools
Reza Esfandiarpoor, Vishwas Suryanarayanan, Stephen H. Bach +2
Since the introduction of the Model Context Protocol (MCP), the number of available tools for Large Language Models (LLMs) has increased significantly. These task-specific tool set…
cs.CL2025
Local Prompt Optimization
Yash Jain, Vishal Chowdhary
In recent years, the use of prompts to guide the output of Large Language Models have increased dramatically. However, even the best of experts struggle to choose the correct words…