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Author

Devansh Singh

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#artificial intelligence Preprint Sep 2026

Silent Failures in Agent-Tool Interaction: An Audit of ToolUniverse

This study investigates specific failures in agent to tool interaction where a tool invocation appears successful, some or all of the information or functionality from the tool via API/ wrapper is incomplete or missing and there are no communications / notifications to the user or the agent about such missing informati...

S. Gopalan, Devansh Singh, Sundaraparipurnan Narayanan · 1 citation
#natural language process... Preprint Aug 2026

Beyond Accuracy and Surface Fluency: Risk-Sensitive Evaluation of LLMs for Legal Clause Generation

Large language models (LLMs) are increasingly used to draft contractual language, yet conventional accuracy or preference-based evaluations are poorly matched to legal drafting. A clause may be fluent and stylistically polished while still omitting an essential carve-out, allocating risk in an unenforceable way, assumi...

Devansh Singh, Sundaraparipurnan Narayanan · 0 citations

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