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L. Van

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#software testing Preprint Aug 2026

XREPOTEST: Benchmarking Multilingual Repository-Level Unit Test Generation for Large Language Models

XREPOTEST is introduced, a multilingual repository-level benchmark for unit test generation spanning five underexplored languages: Rust, Go, Julia, PHP, and Ruby, and Invocation Rate is proposed to assess whether generated tests meaningfully exercise the intended functionality.

L. Dung, Dong Cao Van, Nam Le Hai et al. · 0 citations
Conference Open access 2026

Octopus: Gated Selective Attention for Memory-Bounded Long-Context Inference in Large Language Models

O CTOPUS is proposed, a framework that confers fixed-memory inference onto pretrained Transform-ers without the information loss of linearization and outperforms state-of-the-art linearized baselines on the GSM8K benchmark, demonstrating that learned sparse retention serves as an effective regular-izer for long-horizon reasoning.

C. Nguyen, Ryan A. Rossi, L. Van et al. · 0 citations