Author

Somshubra Majumdar

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Preprint Sep 2026

Shortcutting the Fix: Identifying and Categorizing Agentic Exploits in Software Engineering Benchmarks

This work systematize and audit exploits across five open large language models on SWE-bench Multilingual and DeepSWE using a turn-level LLM-as-a-judge protocol, demonstrating the critical need for exploit-aware evaluation frameworks that measure true repository-level problem solving over benchmark gaming.

Nikolai Ludwig, Wasi Uddin Ahmad, Somshubra Majumdar et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Post-Training Language Models for Gold-Medal Performance in Coding Competitions

Competitive programming has become a key test of large language model reasoning, with international competitions such as IOI and ICPC representing its most challenging settings. We present an end-to-end specialization pipeline combining large-scale problem curation, synthetic reasoning traces, supervised fine-tuning (S...

Aleksander Ficek, Sean Narenthiran, Mehrzad Samadi et al. · 0 citations