{
  "added_at": "2026-10-20",
  "arxiv_id": "2608.26408",
  "arxiv_version_reviewed": "v1",
  "authors": [
    "Xiaohan Wang",
    "Kevin Leach"
  ],
  "bibtex_url": "https://awesomerea.org/papers/citations/paper-still-stl.bib",
  "code_url": null,
  "date_basis": "First arXiv submission date from the reviewed submission history; no formal publication was verified.",
  "date_basis_zh": "采用已核对的 arXiv 首次提交日期；尚未核实正式出版信息。",
  "date_precision": "day",
  "description_en": "STILL predicts function-level STL container presence from stripped control-flow graphs and turns those predictions into compact hints for LLM refinement of Ghidra output. StlBench supplies controlled labels for five container classes.",
  "description_zh": "STILL 从去符号控制流图预测函数级 STL 容器的存在情况，并将预测转成紧凑提示，供 LLM 改进 Ghidra 输出。StlBench 为五类容器提供受控标注。",
  "doi": null,
  "entry_url": "https://awesomerea.org/papers/paper-still-stl/",
  "entry_url_zh": "https://awesomerea.org/zh/papers/paper-still-stl/",
  "evidence_urls": [
    "https://arxiv.org/abs/2608.26408v1",
    "https://arxiv.org/html/2608.26408v1"
  ],
  "first_arxiv_date": "2026-08-26",
  "id": "paper-still-stl",
  "json_url": "https://awesomerea.org/papers/paper-still-stl/record.json",
  "kind": "research",
  "markdown_url": "https://awesomerea.org/papers/paper-still-stl/index.md",
  "markdown_url_zh": "https://awesomerea.org/zh/papers/paper-still-stl/index.md",
  "metadata_notes": "Latest reviewed version is arXiv v1, under CC BY-NC-ND 4.0. The appendix describes an artifact and a planned public StlBench release but gives no verified access URL. Its code, model and dataset licensing was not established.",
  "metadata_notes_zh": "最新核对版本为 arXiv v1，文章采用 CC BY-NC-ND 4.0。附录描述产物及计划公开的 StlBench，但未提供已核实的访问链接。代码、模型及数据集许可尚未确定。",
  "pdf_url": "https://arxiv.org/pdf/2608.26408v1",
  "project_url": null,
  "publication_date": "2026-08-26",
  "publication_status": "preprint",
  "record_type": "paper",
  "runtime_tested": false,
  "scope_limitations_en": "The interface covers map, queue, set, string and vector, not full variable types, template arguments, nesting, iterators or std::array. Experiments use g++/x86-64/libstdc++ with angr and Ghidra; transfer to other toolchains is unverified. Test-suite executability is not equivalence, and hint benefits depend on the downstream model and adaptation.",
  "scope_limitations_zh": "接口覆盖 map、queue、set、string、vector，不恢复完整变量类型、模板参数、嵌套关系、迭代器或 std::array。实验采用 g++／x86-64／libstdc++、angr 及 Ghidra，未验证向其他工具链的迁移。测试集可执行性不等于等价；提示收益也取决于下游模型及适配。",
  "targets": [
    "binary"
  ],
  "title": "STILL: Recovering Lowered STL Semantics for LLM-assisted C++ Decompilation",
  "title_zh": "STILL：为 LLM 辅助 C++ 反编译恢复编译后隐藏的 STL 语义",
  "url": "https://arxiv.org/abs/2608.26408",
  "venue": "arXiv",
  "verification": "source-reviewed",
  "verified_at": "2026-10-20",
  "why_fits_en": "Connects explicit container-semantic recovery with LLM-assisted C++ decompilation without claiming full type reconstruction.",
  "why_fits_zh": "连接显式容器语义恢复与 LLM 辅助 C++ 反编译，同时保留其并非完整类型重建的边界。",
  "year": 2026
}