Coding agents nearly finish repositories but still miss explicit requirements

Zero2Repo tests whether agents can turn specifications into complete, buildable repositories across four programming languages.

Top University
Pei Yang · Tianyu Shi · Yuhang Yao · Wanyi Chen · Tongyun Yang · Dun Pei · +20 more

Gradient Data · McGill University · Carnegie Mellon University · University of Southern California · Queen’s University

Research Digest··3 min read
Yang et al.

The authors built a language-agnostic pipeline that converts version-pinned open-source projects into behavioral specifications, reproducible environments and hidden acceptance tests.

Why this paper

From McGill University and 8 others · Part of Process Agent Benchmarks, now 8 papers

In one line

The strongest coding agent solved only 10 of 11 repository construction tasks, with failures due to single specification omissions or low-frequency rules.

What we could check

  • ·No code link found
  • ·No weights link found
  • ·No dataset link found
  • ·No compute details found
  • ·No stated limitations found
  • ✓Reports numbers on named benchmarks

Observed from the paper text and links we have. Absence here means we did not find it, not that it does not exist.

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Research Digest

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