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Search Beyond What Can Be Taught

Evolving the Knowledge Boundary in Agentic Visual Generation

Haozhe Wang1 · Weijia Feng3 · Jinpeng Yu3 · Che Liu4 · Ping Nie2 · Fangzhen Lin1 · Jiaming Liu3✉ · Ruihua Huang3 · Jimmy Lin2 · Wenhu Chen2 · Cong Wei2✉

1 HKUST · 2 University of Waterloo · 3 Qwen Applications · 4 Imperial College London

✉ Corresponding authors: Jiaming Liu, Cong Wei

📄 arXiv · 🌐 Project Page · 💻 GitHub

🤗 SearchGen-20K · 🤗 SearchGen-Corpus-1M · 🤗 SearchGen-Bench

Image generators fabricate what they don't know. This one looks it up first—and knows when not to.

SearchGen-Corpus-1M

SearchGen Corpus 1M contains search-query metadata, cached web and image payloads, and selected reference payloads used by the SearchGen project.

Dataset Statistics

Statistic Total Image Web
Unique query+type pairs 159,027 120,828 38,199
Unique URL hits 1,097,961 914,739 183,222
Unique cached downloads 705,838 599,859 105,979

Access is restricted to non-commercial research under the repository LICENSE. Acceptance applies to an individual Hugging Face account and does not authorize redistribution.

Selective downloads

The payload families are independent:

  • data/references/: selected reference payloads only;
  • data/cached-images/: general cached image downloads only;
  • data/cached-web/: cached webpage payloads only;
  • metadata/: SQLite and JSONL metadata.

Each payload directory includes shards.jsonl, SHA256SUMS, and build_summary.json. TAR members retain their portable corpus-relative paths.

Rights and takedowns

SearchGen-authored release materials outside this corpus may use Apache-2.0. That does not change the corpus-specific license or grant rights in cached third-party content. Users must comply with applicable law and third-party rights. Rights questions and takedown requests: jasper.whz@outlook.com.

Citation

If you find this dataset useful, please cite:

@article{wang2026searchgen,
  title   = {Search Beyond What Can Be Taught: Evolving the Knowledge
             Boundary in Agentic Visual Generation},
  author  = {Wang, Haozhe and Feng, Weijia and Yu, Jinpeng and Liu, Che and
             Nie, Ping and Lin, Fangzhen and Liu, Jiaming and Huang, Ruihua and
             Lin, Jimmy and Chen, Wenhu and Wei, Cong},
  journal = {arXiv preprint arXiv:2607.05382},
  year    = {2026},
  url     = {https://arxiv.org/abs/2607.05382}
}
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