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All SourcesarXiv
#reference-free evaluation

TAM-Eval: Evaluating LLMs for Automated Unit Test Maintenance

Intermediate
Elena Bruches, Vadim Alperovich et al.Jan 26arXiv

This paper introduces TAM-Eval, a new way to test how well AI models can create, fix, and update unit tests for real software projects.

#unit test maintenance#LLM for software engineering#reference-free evaluation

DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation

Intermediate
Yibo Wang, Lei Wang et al.Jan 14arXiv

The paper introduces DeepResearchEval, a fully automated way to build realistic deep research tasks and to grade long research reports from AI systems.

#deep research agents#agentic evaluation#persona-driven tasks

SAM Audio: Segment Anything in Audio

Intermediate
Bowen Shi, Andros Tjandra et al.Dec 19arXiv

SAM Audio is a new AI that can pull out exactly the sound you want from a noisy mix using text, clicks on a video, and time ranges—together or separately.

#audio source separation#multimodal prompting#text-guided separation