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arxiv: 2509.08857 · 2 revisions

A Systematic Mapping Study on Chatbots in Programming Education

1. 2026-08-15 CONDITIONAL MODERATE v1.4.0-alltime-deepseek-medium novelty 6.0
   92628 ms 13399 in 12265 out 2026-08-15T16:09:15.177159+00:00
2. 2026-08-04 CONDITIONAL MODERATE v1.3.0-alltime-deepseek novelty 4.0
   80960 ms 13373 in 8149 out 2026-08-04T21:36:57.255088+00:00