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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.CL2020
ScopeIt: Scoping Task Relevant Sentences in Documents
Vishwas Suryanarayanan, Barun Patra, Pamela Bhattacharya +2
Intelligent assistants like Cortana, Siri, Alexa, and Google Assistant are trained to parse information when the conversation is synchronous and short; however, for email-based con…