The authors collected 50,228 error-diagnosis pairs from 9,961 tasks spanning 33 text-based environments, 19 agent harness families, and 23 policy models.
Dataset turns failed agent traces into diagnosis and repair supervision
The authors compile 50,228 diagnosed failures and show that proposed corrections often outperform retrying the original action.
Industry
Kunlun Zhu · Xuyan Ye · Yibo Li · Cheng Qian · Beibin Li · Heng Ji
Apodex
Research Digest··2 min read
Zhu et al.
Why this paper
From Apodex
In one line
A dataset of 50,228 error-diagnosis pairs enables LLM agents to learn from failures, improving correction success and diagnosis accuracy.
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 (2 benchmarks)
Observed from the paper text and links we have. Absence here means we did not find it, not that it does not exist.
§