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20242026
most citedHow Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites

16 citations · 18 across the 7 of their papers we have counts for

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cs.SE2026

FailureMem: A Failure-Aware Multimodal Framework for Autonomous Software Repair

Ruize Ma, Yilei Jiang, Shilin Zhang +7

Multimodal Automated Program Repair (MAPR) extends traditional program repair by requiring models to jointly reason over source code, textual issue descriptions, and visual artifac…