ENTITY
Defects4J
Defects4J
PulseAugur coverage of Defects4J — every cluster mentioning Defects4J across labs, papers, and developer communities, ranked by signal.
Total · 30d
2
2 over 90d
Releases · 30d
0
0 over 90d
Papers · 30d
2
2 over 90d
TIER MIX · 90D
RECENT · PAGE 1/1 · 2 TOTAL
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LLMs show significant performance drops on transformed benchmarks, indicating memorization
Researchers have developed a new method combining metamorphic testing with negative log-likelihood to diagnose data leakage in large language models used for program repair. By creating variant benchmarks through semant…
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LLMs advance code editing, generation, and bug detection with new techniques
Researchers are exploring various methods to enhance Large Language Models (LLMs) for code-related tasks. One study evaluates locally deployed LLMs like LLaMA 3.2 and Mistral for Python bug detection, finding they can i…