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PCEval: A Benchmark for Evaluating Physical Computing Capabilities of Large Language Models

PCEval introduces an automatic benchmark revealing LLMs generate physical computing code well but fail at breadboard layouts and pin connections.

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11/20 AI panelreviewers recommend it

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AI panel: 11 of 20 reviewers recommend it

lenient 4/5

medium 6/10

strict 1/5

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NeurIPS 2026Sungkyunkwan Sung Kyun Kwan U Oslo SungKyunKwan Software engineering agents

Remember Your Trace: Memory-Guided Long-Horizon Agentic Framework for Consistent and Hierarchical Repository-Level Code Documentation

MemDocAgent uses dependency-aware traversal and shared memory to generate consistent, hierarchical repository-level documentation in a single integrated context, outperforming both open- and closed-source baselines.

Suyoung Bae, Jaehoon Lee, Changkyu Choi, YunSeok Choi and 1 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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7/20 AI panelreviewers recommend it

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AI panel: 7 of 20 reviewers recommend it

lenient 4/5

medium 3/10

strict 0/5