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cs.AI2026
Intent2Tx: Benchmarking LLMs for Translating Natural Language Intents into Ethereum Transactions
Zhuoran Pan, Yue Li, Zhi Guan +2
The emergence of Large Language Models (LLMs) offers a transformative interface for Web3, yet existing benchmarks fail to capture the complexity of translating high-level user inte…
cs.AI2025
Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models
Wei Song, Haonan Zhong, Ziqi Ding +2
The Model Context Protocol (MCP) enables large language models (LLMs) to access external resources on demand. While commonly assumed to enhance performance, how LLMs actually lever…