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20242026
most citedChain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization

7 citations · 7 across the 2 of their papers we have counts for

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cs.CL2026

ROSUM-MCTS: Monte Carlo Tree Search-Inspired HDL Code Summarization with Structural Rewards

Prashanth Vijayaraghavan, Charles Mackin, Luyao Shi +6

Large language models (LLMs) have shown promise in code summarization, yet their effectiveness for Hardware Description Languages (HDLs) like VHDL and Verilog remains underexplored…